Metropolitan Museum of Art 데이터 다운하기

 

메트로폴리탄 미술관에 있는 예술 작품 모음 데이터 Dataset을 다운로드 하자.

 

https://github.com/IBM/tensorflow-kubernetes-art-classification/blob/master/README-ko.md

tensorflow-kubernetes-art-classification/README-ko.md at master · IBM/tensorflow-kubernetes-art-classification

 

1. 개발 환경 셋업 
1-1. Google BigQuery를 사용하도록 클라이언트를 설치합니다.

pip install --upgrade google-cloud-bigquery

 

1-2. Google Cloud CLI 설치

참고 문서 >  https://cloud.google.com/sdk/docs/install-sdk?hl=ko

 

1-2-1. gcloud CLI 최신 버전 (506.0.0) 설치

(New-Object Net.WebClient).DownloadFile("https://dl.google.com/dl/cloudsdk/channels/rapid/GoogleCloudSDKInstaller.exe", "$env:Temp\GoogleCloudSDKInstaller.exe")

& $env:Temp\GoogleCloudSDKInstaller.exe

기본 값으로 설정해주었다.

필자의 경우, 다운로드 위치는 C:\Users\007\AppData\Local\Google\Cloud SDK

 

1-2-2. gcloud CLI 초기화

설치 완료 후 터미널이 안 뜨면 => 터미널 gcloud 다운 위치에서 ( 필자의 경우, C:\Users\007\AppData\Local\Google\Cloud SDK ) => 명령어 gcloud init 입력.
설치 완료 후 터미널이 뜨면 => 명령어 생략. 떠 있는 터미널 그대로.

터미널에서
To continue, you must log in. Would you like to log in (Y/n)? 'Y' 눌러주고
Google 사용자 계정을 사용하여 로그인하는 옵션을 수락합니다.

You are signed in as ; 로그인 완료된 것을 확인할 수 있다.

cloud project 선택/새로 만들기

필자는 4를 선택하여 cloud project를 새로 만들었다. 이름은 skt-fly-ai-kim

사용자 인증 정보가 로컬 시스템에 저장된 계정을 나열합니다.

C:\Users\007\AppData\Local\Google\Cloud SDK>gcloud config list
[accessibility]
screen_reader = False
[core]
account = kim89@mju.ac.kr
disable_usage_reporting = True
project = skt-fly-ai-kim

Your active configuration is: [default]

 

활성 gcloud CLI 구성의 속성을 나열합니다.

C:\Users\007\AppData\Local\Google\Cloud SDK>gcloud config list
[accessibility]
screen_reader = False
[core]
account = kim89@mju.ac.kr
disable_usage_reporting = True
project = skt-fly-ai-kim

Your active configuration is: [default]

 

gcloud CLI 설치 및 활성 구성에 대한 정보를 봅니다.

C:\Users\007\AppData\Local\Google\Cloud SDK>gcloud info
Google Cloud SDK [510.0.0]

Platform: [Windows, x86_64] uname_result(system='Windows', node='LAPTOP-64L3B74O', release='11', version='10.0.22631', machine='AMD64')
Locale: ('Korean_Korea', '949')
Python Version: [3.12.8 (tags/v3.12.8:2dc476b, Dec  3 2024, 19:30:04) [MSC v.1942 64 bit (AMD64)]]
Python Location: [C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\platform\bundledpython\python.exe]
OpenSSL: [OpenSSL 3.0.15 3 Sep 2024]
Requests Version: [2.32.3]
urllib3 Version: [2.2.2]
Default CA certs file: [C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\bin\..\lib\third_party\certifi\cacert.pem]
Site Packages: [Enabled]

Installation Root: [C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk]
Installed Components:
  bq: [2.1.12]
  core: [2025.02.10]
  gcloud-crc32c: [1.0.0]
  gsutil: [5.33]
System PATH: [C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\bin\..\bin\sdk;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\bin;C:\Users\007\Documents\TEAM3_GITHUB\AI\venv\Scripts;C:\Windows\system32;C:\Windows;C:\Windows\System32\Wbem;C:\Windows\System32\WindowsPowerShell\v1.0\;C:\Windows\System32\OpenSSH\;C:\Program Files\NVIDIA Corporation\NVIDIA NvDLISR;C:\WINDOWS\system32;C:\WINDOWS;C:\WINDOWS\System32\Wbem;C:\WINDOWS\System32\WindowsPowerShell\v1.0\;C:\WINDOWS\System32\OpenSSH\;C:\Program Files\Git\cmd;C:\Program Files (x86)\Windows Kits\10\Windows Performance Toolkit\;C:\Users\007\AppData\Local\Programs\Python\Python312\Scripts\;C:\Users\007\AppData\Local\Programs\Python\Python312\;C:\Users\007\AppData\Local\Programs\Python\Launcher\;C:\Users\007\AppData\Local\Microsoft\WindowsApps;C:\Users\007\AppData\Local\Programs\Microsoft VS Code\bin;;C:\Users\007\AppData\Local\Programs\Ollama;c:\Users\007\.vscode\extensions\ms-python.debugpy-2025.0.1-win32-x64\bundled\scripts\noConfigScripts;]
Python PATH: [C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\bin\..\lib\third_party;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\bin\..\lib;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\lib;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\platform\bundledpython\python312.zip;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\platform\bundledpython\DLLs;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\platform\bundledpython\Lib;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\platform\bundledpython;C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\platform\bundledpython\Lib\site-packages]
Cloud SDK on PATH: [True]
Kubectl on PATH: [False]

Installation Properties: [C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\properties]
User Config Directory: [C:\Users\007\AppData\Roaming\gcloud]
Active Configuration Name: [default]
Active Configuration Path: [C:\Users\007\AppData\Roaming\gcloud\configurations\config_default]

Account: [kim89@mju.ac.kr]
Project: [skt-fly-ai-kim]
Universe Domain: [googleapis.com]

Current Properties:
  [accessibility]
    screen_reader: [False] (property file)
  [core]
    account: [kim89@mju.ac.kr] (property file)
    disable_usage_reporting: [True] (property file)
    project: [skt-fly-ai-kim] (property file)

Logs Directory: [C:\Users\007\AppData\Roaming\gcloud\logs]
Last Log File: [C:\Users\007\AppData\Roaming\gcloud\logs\2025.02.14\10.31.58.545140.log]

git: [git version 2.47.1.windows.2]
]sh: [OpenSSH_for_Windows_9.5p1, LibreSSL 3.8.2

2. 데이터셋 가져와서, 레이블 생성하기

2-1. 데이터셋 git 레포지토리 clone하기

git clone https://github.com/IBM/tensorflow-kubernetes-art-classification.git

2-2. BigQuery에서 메타데이터 조회 → 필요한 레이블 생성

Google Cloud의 BigQuery를 사용하여 (bigquery-public-data.the_met.objects 테이블에서) Metropolitan Art 데이터셋을 조회합니다. 전체 데이터 중 자신이 원하는 정보를 SQL문으로 조회합니다. (Ex. 전체 데이터 중 주요 작품(유명 작품) 데이터 정보를 조회합니다.)

이후 3단계에서, 조회한 데이터 바탕으로 해당 이미지를 다운로드
→ 이 과정에서 실제 이미지를 가져오게 돼요.

이러한 흐름이 잘 이해가 되지 않는다면, 아래 '접은글' 참조.

흐름 요약

1. 데이터 레이블링이 먼저 진행되는 이유
   • Google BigQuery의 메트로폴리탄 미술관 데이터베이스에는 이미지 URL과 메타데이터(작품 이름, 작가, 시대, 소재 등)가 저장되어 있어요.
   • 이 데이터베이스 정보를 이용해 어떤 이미지에 어떤 레이블이 필요한지 미리 정리할 수 있어요.
   • 즉, **레이블링(태그 지정)**은 실제 이미지를 다운로드하지 않고도 메타데이터 기반으로 먼저 정의할 수 있는 거죠.
   예를 들어:
   • 메타데이터에 "작가: 피카소, 유형: 회화, 시대: 20세기" 같은 정보가 있다면, 이를 기반으로 **"20세기 회화"**라는 레이블을 지정할 수 있어요.
   • 이런 식으로 데이터셋에 필요한 레이블을 먼저 결정하고, 나중에 실제 이미지와 연결하는 거예요.

---

왜 이렇게 할까?

1. 리소스 최적화
   모든 이미지를 처음부터 다운로드하면 저장 공간과 시간이 많이 소요돼요.
   메타데이터를 통해 필요한 이미지를 선별한 후, 그 이미지만 다운로드하는 게 훨씬 효율적이에요.
2. 메타데이터 기반 레이블링의 정확성
   • 예술 작품의 이미지 내용만 보고 레이블링하면 혼란이 생길 수 있지만,
     메타데이터(작가, 시대, 소재 등)를 참고하면 더 정확하게 레이블링할 수 있어요.
   • 예를 들어, 비슷해 보이는 두 작품이라도 작가와 시대 정보를 통해 정확히 분류할 수 있죠.
3. 데이터셋 확장 및 유지보수 용이
   레이블링이 메타데이터에 기반하면, 나중에 데이터셋 확장이 필요할 때 새로운 이미지를 추가하기 쉬워요.
   이미지 자체보다는 이미지 속성 정보가 핵심이기 때문이죠.

그럼 필요한 레이블만 가져오자. 

# 1. 이 코드 패턴에서는 속성을 쿼리하기 위해 유용한 스크립트를 제공합니다. 먼저 이 git 레파지토리를 clone하십시오.
$ cd /your_home_directory
$ git clone https://github.com/IBM/tensorflow-kubernetes-art-classification.git

# 2. sql 수정해서 필요한 데이터들 뽑기.

#!/usr/bin/env python

# Copyright 2016 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

""" Query the BigQuery public table for the Metropolitan Art. """

import uuid, os

from google.cloud import bigquery

# Specify path to generated environment variable json for project 
# os.environ["GOOGLE_APPLICATION_CREDENTIALS"] = "#path_to_json_credential_file"

def query_metart():
    # Specify your Google Cloud project to connect to
    client = bigquery.Client(project="profound-ship-403907")

    query_job = client.query("""
        #standardSQL
        SELECT object_number, title, department, culture, period, object_date, link_resource
        FROM `bigquery-public-data.the_met.objects`
        WHERE is_highlight = TRUE            -- Boolean 타입 비교 시 문자열 없이 TRUE로 작성
        AND link_resource IS NOT NULL      -- 이미지 URL이 있는 데이터만 포함
        AND title IS NOT NULL
        AND (classification = "Prints"     --  19개. 
            OR classification = "Drawings"   --  78개.
            OR classification = "Paintings") -- 231개.
        ; -- 총 328개. """)

    results = query_job.result()  # Waits for job to complete.

    for row in results:
        # print(row[0:3]) # 첫 3개의 필드만 출력 # row[0:3]는 department, culture, link_resource만 출력
        print(f"( u'{row['object_number']}', u'{row['title']}', u'{row['department']}', u'{row['culture']}', u'{row['period']}',u'{row['object_date']}', u'{row['link_resource']}' )")



if __name__ == '__main__':
    query_metart()
# [END all]

코드랑 사진속코드랑 다름. 자기 필요에 맞게 변수 설정하세요.

 

# 3. 수정한 스크립트를 실행합니다.
$ cd tensorflow-kubernetes-art-classification
$ python bigquery.py

# 에러가 발생한다면, 아래의 접은 글 참조.


# 4. 쿼리 결과를 파일로 저장할 수 있습니다.

 

print된 결과는 이 다음 단계에서 필요하므로 복사하자!!
arts-select.list 파일을 만들어서 붙여놓자!!

( u'1977.78', u'唐 韓幹 照夜白圖 卷|Night-Shining White', u'Asian Art', u'China', u'Tang dynasty (618–907)',u'ca. 750', u'http://www.metmuseum.org/art/collection/search/39901' )
( u'1986.266.4', u'明  吳彬  十六羅漢圖  卷|The Sixteen Luohans', u'Asian Art', u'China', u'Ming dynasty (1368–1644)',u'dated 1591', u'http://www.metmuseum.org/art/collection/search/48948' )
( u'1981.4.1a–o', u'清   龔賢   自題 山水十六開   冊|Ink Landscapes with Poems', u'Asian Art', u'China', u'Qing dynasty (1644–1911)',u'dated 1688', u'http://www.metmuseum.org/art/collection/search/36131' )
( u'1979.5a–d', u'清   王翬 等   康熙南巡圖  （卷三: 濟南至泰山）   卷|The Kangxi Emperor's Southern Inspection Tour, Scroll Three: Ji'nan to Mount Tai', u'Asian Art', u'China', u'Qing dynasty (1644–1911)',u'datable to 1698', u'http://www.metmuseum.org/art/collection/search/49156' ) 
( u'1973.120.6', u'元   錢選   王羲之觀鵝圖   卷|Wang Xizhi watching geese', u'Asian Art', u'China', u'Yuan dynasty (1271–1368)',u'ca. 1295', u'http://www.metmuseum.org/art/collection/search/40081' )
( u'1981.276', u'北宋    郭熙    樹色平遠圖    卷  |Old Trees, Level Distance', u'Asian Art', u'China', u'Northern Song dynasty (960–1127)',u'ca. 1080', u'http://www.metmuseum.org/art/collection/search/39668' )
( u'1981.278', u'北宋   徽宗   竹禽圖   卷|Finches and bamboo', u'Asian Art', u'China', u'Northern Song dynasty (960–1127)',u'early 12th century', u'http://www.metmuseum.org/art/collection/search/39936' )
( u'1973.120.1', u'北宋 傳屈鼎 夏山圖 卷|Summer Mountains', u'Asian Art', u'China', u'Northern Song dynasty (960–1127)',u'ca. 1050', u'http://www.metmuseum.org/art/collection/search/39915' )
( u'1975.268.48a–d', u'老梅図襖|Old Plum', u'Asian Art', u'Japan', u'Edo period (1615–1868)',u'1646', u'http://www.metmuseum.org/art/collection/search/44858' )
( u'1984.459.1', u'Clothing the Naked', u'European Paintings', u'None', u'None',u'ca. 1661', u'http://www.metmuseum.org/art/collection/search/437769' )
( u'14.40.619', u'Lucas van Uffel (died 1637)', u'European Paintings', u'None', u'None',u'ca. 1622', u'http://www.metmuseum.org/art/collection/search/436253' )
( u'1981.238', u'Rubens, His Wife Helena Fourment (1614–1673), and Their Son Frans (1633–1678)', u'European Paintings', u'None', u'None',u'ca. 1635', u'http://www.metmuseum.org/art/collection/search/437532' )
( u'34.73', u'The Holy Family with Saints Anne and Catherine of Alexandria', u'European Paintings', u'None', u'None',u'1648', u'http://www.metmuseum.org/art/collection/search/437455' )
( u'1971.86', u'Juan de Pareja (1606–1670)', u'European Paintings', u'None', u'None',u'1650', u'http://www.metmuseum.org/art/collection/search/437869' )
( u'43.13', u'Virgin and Child', u'European Paintings', u'None', u'None',u'ca. 1670–72', u'http://www.metmuseum.org/art/collection/search/437175' )
( u'64.148', u'Mäda Primavesi (1903–2000)', u'European Paintings', u'None', u'None',u'1912–13', u'http://www.metmuseum.org/art/collection/search/436819' )
( u'49.7.41', u'Manuel Osorio Manrique de Zuñiga (1784–1792)', u'European Paintings', u'None', u'None',u'1787–88', u'http://www.metmuseum.org/art/collection/search/436545' )
( u'27.137', u'The Young Virgin', u'European Paintings', u'None', u'None',u'ca. 1632–33', u'http://www.metmuseum.org/art/collection/search/437971' )
( u'26.90', u'Island of the Dead', u'European Paintings', u'None', u'None',u'1880', u'http://www.metmuseum.org/art/collection/search/435683' )
( u'29.100.5', u'Cardinal Fernando Niño de Guevara (1541–1609)', u'European Paintings', u'None', u'None',u'ca. 1600', u'http://www.metmuseum.org/art/collection/search/436573' )
( u'29.100.6', u'View of Toledo', u'European Paintings', u'None', u'None',u'ca. 1598–99', u'http://www.metmuseum.org/art/collection/search/436575' )
( u'89.15.21', u'Young Woman with a Water Pitcher', u'European Paintings', u'None', u'None',u'ca. 1662', u'http://www.metmuseum.org/art/collection/search/437881' )
( u'1979.396.1', u'Study of a Young Woman', u'European Paintings', u'None', u'None',u'ca. 1665–67', u'http://www.metmuseum.org/art/collection/search/437879' )
( u'58.89', u'Merry Company on a Terrace', u'European Paintings', u'None', u'None',u'ca. 1670', u'http://www.metmuseum.org/art/collection/search/437749' )
( u'61.198', u'Aristotle with a Bust of Homer', u'European Paintings', u'None', u'None',u'1653', u'http://www.metmuseum.org/art/collection/search/437394' )
( u'14.40.618', u'Self-Portrait', u'European Paintings', u'None', u'None',u'1660', u'http://www.metmuseum.org/art/collection/search/437397' ) 
( u'14.40.602', u'Young Man and Woman in an Inn ("Yonker Ramp and His Sweetheart")', u'European Paintings', u'None', u'None',u'1623', u'http://www.metmuseum.org/art/collection/search/436616' )
( u'14.40.605', u'Merrymakers at Shrovetide', u'European Paintings', u'None', u'None',u'ca. 1616–17', u'http://www.metmuseum.org/art/collection/search/436622' )
( u'56.228', u'The Crucifixion with the Virgin and Saint John', u'European Paintings', u'None', u'None',u'ca. 1624–25', u'http://www.metmuseum.org/art/collection/search/435817' )
( u'14.40.623', u'Wheat Fields', u'European Paintings', u'None', u'None',u'ca. 1670', u'http://www.metmuseum.org/art/collection/search/437549' )
( u'49.30', u'Cypresses', u'European Paintings', u'None', u'None',u'1889', u'http://www.metmuseum.org/art/collection/search/437980' )
( u'1993.132', u'Wheat Field with Cypresses', u'European Paintings', u'None', u'None',u'1889', u'http://www.metmuseum.org/art/collection/search/436535' )
( u'51.112.5', u'The Repast of the Lion', u'European Paintings', u'None', u'None',u'ca. 1907', u'http://www.metmuseum.org/art/collection/search/438822' )
( u'49.24', u'Soap Bubbles', u'European Paintings', u'None', u'None',u'ca. 1733–34', u'http://www.metmuseum.org/art/collection/search/435888' )
( u'20.155.9', u'The Toilette of Venus', u'European Paintings', u'None', u'None',u'1751', u'http://www.metmuseum.org/art/collection/search/435739' )
( u'29.100.565', u'Sibylle', u'European Paintings', u'None', u'None',u'ca. 1870', u'http://www.metmuseum.org/art/collection/search/435984' )  
( u'29.100.53', u'Mademoiselle V. . . in the Costume of an Espada', u'European Paintings', u'None', u'None',u'1862', u'http://www.metmuseum.org/art/collection/search/436945' )
( u'29.100.115', u'Boating', u'European Paintings', u'None', u'None',u'1874', u'http://www.metmuseum.org/art/collection/search/436947' )      
( u'1987.47.1', u'The Dance Class', u'European Paintings', u'None', u'None',u'1874', u'http://www.metmuseum.org/art/collection/search/438817' )
( u'61.101.17', u'Circus Sideshow (Parade de cirque)', u'European Paintings', u'None', u'None',u'1887–88', u'http://www.metmuseum.org/art/collection/search/437654' )
( u'1989.183', u'Evening: Landscape with an Aqueduct', u'European Paintings', u'None', u'None',u'1818', u'http://www.metmuseum.org/art/collection/search/436455' )
( u'49.7.49', u'The Love Letter', u'European Paintings', u'None', u'None',u'early 1770s', u'http://www.metmuseum.org/art/collection/search/436322' )
( u'2008.547.1', u'Bashi-Bazouk', u'European Paintings', u'None', u'None',u'1868–69', u'http://www.metmuseum.org/art/collection/search/440723' )
( u'67.241', u'Garden at Sainte-Adresse', u'European Paintings', u'None', u'None',u'1867', u'http://www.metmuseum.org/art/collection/search/437133' )
( u'20.155.8', u'Broken Eggs', u'European Paintings', u'None', u'None',u'1756', u'http://www.metmuseum.org/art/collection/search/436579' )    
( u'31.45', u'The Death of Socrates', u'European Paintings', u'None', u'None',u'1787', u'http://www.metmuseum.org/art/collection/search/436105' )
( u'1977.10', u'Antoine-Laurent Lavoisier (1743–1794) and His Wife (Marie-Anne-Pierrette Paulze, 1758–1836)', u'European Paintings', u'None', u'None',u'1788', u'http://www.metmuseum.org/art/collection/search/436106' )
( u'19.77.2', u'Madame Jacques-Louis Leblanc (Françoise Poncelle, 1788–1839)', u'European Paintings', u'None', u'None',u'1823', u'http://www.metmuseum.org/art/collection/search/436703' )
( u'29.100.23', u'Joseph-Antoine Moltedo (born 1775)', u'European Paintings', u'None', u'None',u'ca. 1810', u'http://www.metmuseum.org/art/collection/search/438818' )
( u'87.25', u'The Horse Fair', u'European Paintings', u'None', u'None',u'1852–55', u'http://www.metmuseum.org/art/collection/search/435702' ) 
( u'55.119', u'The Trojan Women Setting Fire to Their Fleet', u'European Paintings', u'None', u'None',u'ca. 1643', u'http://www.metmuseum.org/art/collection/search/435908' )
( u'89.21.1', u'Joan of Arc', u'European Paintings', u'None', u'None',u'1879', u'http://www.metmuseum.org/art/collection/search/435621' )     
( u'46.160', u'The Abduction of the Sabine Women', u'European Paintings', u'None', u'None',u'probably 1633–34', u'http://www.metmuseum.org/art/collection/search/437329' )
( u'24.45.1', u'Blind Orion Searching for the Rising Sun', u'European Paintings', u'None', u'None',u'1658', u'http://www.metmuseum.org/art/collection/search/437326' )
( u'29.100.129', u'The Third-Class Carriage', u'European Paintings', u'None', u'None',u'ca. 1862–64', u'http://www.metmuseum.org/art/collection/search/436095' )
( u'07.122', u'Madame Georges Charpentier (Marguérite-Louise Lemonnier, 1848–1904) and Her Children, Georgette-Berthe (1872–1945) and Paul-Émile-Charles (1875–1895)', u'European Paintings', u'None', u'None',u'1878', u'http://www.metmuseum.org/art/collection/search/438815' )
( u'29.100.57', u'Woman with a Parrot', u'European Paintings', u'None', u'None',u'1866', u'http://www.metmuseum.org/art/collection/search/436002' )
( u'2008.459', u'Lute Player', u'European Paintings', u'None', u'None',u'ca. 1625–26', u'http://www.metmuseum.org/art/collection/search/439933' )
( u'51.33.2', u'The Sofa', u'European Paintings', u'None', u'None',u'ca. 1894–96', u'http://www.metmuseum.org/art/collection/search/437837' ) 
( u'60.30', u'The Fortune-Teller', u'European Paintings', u'None', u'None',u'probably 1630s', u'http://www.metmuseum.org/art/collection/search/436838' )
( u'03.30', u'The Abduction of Rebecca', u'European Paintings', u'None', u'None',u'1846', u'http://www.metmuseum.org/art/collection/search/438814' )
( u'34.138', u'Mezzetin', u'European Paintings', u'None', u'None',u'ca. 1718–20', u'http://www.metmuseum.org/art/collection/search/437926' )  
( u'51.112.1', u'Still Life with Apples and a Pot of Primroses', u'European Paintings', u'None', u'None',u'ca. 1890', u'http://www.metmuseum.org/art/collection/search/435882' )
( u'61.101.1', u'The Card Players', u'European Paintings', u'None', u'None',u'1890–92', u'http://www.metmuseum.org/art/collection/search/435868' )
( u'29.100.66', u'Still Life with Jar, Cup, and Apples', u'European Paintings', u'None', u'None',u'ca. 1877', u'http://www.metmuseum.org/art/collection/search/435884' )
( u'51.112.2', u'Ia Orana Maria (Hail Mary)', u'European Paintings', u'None', u'None',u'1891', u'http://www.metmuseum.org/art/collection/search/438821' )
( u'28.221', u'The Judgment of Paris', u'European Paintings', u'None', u'None',u'ca. 1528', u'http://www.metmuseum.org/art/collection/search/436037' )
( u'50.135.4', u'Hermann von Wedigh III (died 1560)', u'European Paintings', u'None', u'None',u'1532', u'http://www.metmuseum.org/art/collection/search/436658' )
( u'2000.51', u'Two Men Contemplating the Moon', u'European Paintings', u'None', u'None',u'ca. 1825–30', u'http://www.metmuseum.org/art/collection/search/438417' )
( u'14.40.633', u'Virgin and Child with Saint Anne', u'European Paintings', u'None', u'None',u'probably 1519', u'http://www.metmuseum.org/art/collection/search/436244' )
( u'1983.451', u'Saint John on Patmos', u'European Paintings', u'None', u'None',u'ca. 1511', u'http://www.metmuseum.org/art/collection/search/435600' )
( u'96.29', u'Whalers', u'European Paintings', u'None', u'None',u'ca. 1845', u'http://www.metmuseum.org/art/collection/search/437854' )       
( u'99.31', u'Venice, from the Porch of Madonna della Salute', u'European Paintings', u'None', u'None',u'ca. 1835', u'http://www.metmuseum.org/art/collection/search/437853' )
( u'50.135.5', u'Elizabeth Farren (born about 1759, died 1829), Later Countess of Derby', u'European Paintings', u'None', u'None',u'1790', u'http://www.metmuseum.org/art/collection/search/436851' )
( u'20.155.1', u'Mrs. Grace Dalrymple Elliott (1754?–1823)', u'European Paintings', u'None', u'None',u'1778', u'http://www.metmuseum.org/art/collection/search/436435' )
( u'20.155.3', u'Captain George K. H. Coussmaker (1759–1801)', u'European Paintings', u'None', u'None',u'1782', u'http://www.metmuseum.org/art/collection/search/437447' )
( u'47.26', u'The Love Song', u'European Paintings', u'None', u'None',u'1868–77', u'http://www.metmuseum.org/art/collection/search/435826' )  
( u'50.145.8', u'Salisbury Cathedral from the Bishop's Grounds', u'European Paintings', u'None', u'None',u'ca. 1825', u'http://www.metmuseum.org/art/collection/search/435922' )
( u'2002.436', u'The Crucifixion', u'European Paintings', u'None', u'None',u'1340s', u'http://www.metmuseum.org/art/collection/search/438605' )
( u'16.30ab', u'Madonna and Child Enthroned with Saints', u'European Paintings', u'None', u'None',u'ca. 1504', u'http://www.metmuseum.org/art/collection/search/437372' )
( u'1971.155', u'The Coronation of the Virgin', u'European Paintings', u'None', u'None',u'after 1595', u'http://www.metmuseum.org/art/collection/search/435853' )
( u'1984.459.2', u'Samson Captured by the Philistines', u'European Paintings', u'None', u'None',u'1619', u'http://www.metmuseum.org/art/collection/search/436603' )
( u'1977.1.3', u'Allegory of the Planets and Continents', u'European Paintings', u'None', u'None',u'1752', u'http://www.metmuseum.org/art/collection/search/437790' )
( u'1988.162', u'Piazza San Marco', u'European Paintings', u'None', u'None',u'late 1720s', u'http://www.metmuseum.org/art/collection/search/435839' )
( u'10.189', u'Mars and Venus United by Love', u'European Paintings', u'None', u'None',u'1570s', u'http://www.metmuseum.org/art/collection/search/437891' )
( u'11.126.1', u'The Adoration of the Magi', u'European Paintings', u'None', u'None',u'possibly ca. 1320', u'http://www.metmuseum.org/art/collection/search/436504' )
( u'75.7.2', u'A Hunting Scene', u'European Paintings', u'None', u'None',u'ca. 1494–1500', u'http://www.metmuseum.org/art/collection/search/437283' )
( u'49.7.10', u'Madonna and Child', u'European Paintings', u'None', u'None',u'ca. 1483–84', u'http://www.metmuseum.org/art/collection/search/436892' )
( u'29.100.16', u'Portrait of a Young Man', u'European Paintings', u'None', u'None',u'1530s', u'http://www.metmuseum.org/art/collection/search/435802' )
( u'14.40.642', u'The Last Communion of Saint Jerome', u'European Paintings', u'None', u'None',u'early 1490s', u'http://www.metmuseum.org/art/collection/search/435728' )
( u'89.15.19', u'Portrait of a Woman with a Man at a Casement', u'European Paintings', u'None', u'None',u'ca. 1440', u'http://www.metmuseum.org/art/collection/search/436896' )
( u'11.118', u'The Meditation on the Passion', u'European Paintings', u'None', u'None',u'ca. 1490', u'http://www.metmuseum.org/art/collection/search/435851' )
( u'2004.442', u'Madonna and Child', u'European Paintings', u'None', u'None',u'ca. 1290–1300', u'http://www.metmuseum.org/art/collection/search/438754' )
( u'32.130.2', u'The Adoration of the Shepherds', u'European Paintings', u'None', u'None',u'shortly after 1450', u'http://www.metmuseum.org/art/collection/search/436966' )
( u'41.100.23', u'Saint Andrew', u'European Paintings', u'None', u'None',u'ca. 1326', u'http://www.metmuseum.org/art/collection/search/437675' )
( u'08.183.1', u'Madonna and Child', u'European Paintings', u'None', u'None',u'late 1480s', u'http://www.metmuseum.org/art/collection/search/435641' )
( u'52.81', u'The Musicians', u'European Paintings', u'None', u'None',u'ca. 1595', u'http://www.metmuseum.org/art/collection/search/435844' ) 
( u'1997.167', u'The Denial of Saint Peter', u'European Paintings', u'None', u'None',u'ca. 1610', u'http://www.metmuseum.org/art/collection/search/437986' )
( u'22.75', u'The Holy Family with the Young Saint John the Baptist', u'European Paintings', u'None', u'None',u'None', u'http://www.metmuseum.org/art/collection/search/437609' )
( u'1986.138', u'Venus and Cupid', u'European Paintings', u'None', u'None',u'None', u'http://www.metmuseum.org/art/collection/search/436918' )
( u'49.7.16', u'Venus and Adonis', u'European Paintings', u'None', u'None',u'None', u'http://www.metmuseum.org/art/collection/search/437826' )
( u'33.92ab', u'The Crucifixion; The Last Judgment', u'European Paintings', u'None', u'None',u'ca. 1440–41', u'http://www.metmuseum.org/art/collection/search/436282' )
( u'49.7.21', u'The Rest on the Flight into Egypt', u'European Paintings', u'None', u'None',u'ca. 1512–15', u'http://www.metmuseum.org/art/collection/search/436101' )
( u'32.100.43', u'Francesco d'Este (born about 1430, died after 1475)', u'European Paintings', u'None', u'None',u'ca. 1460', u'http://www.metmuseum.org/art/collection/search/437487' )
( u'19.164', u'The Harvesters', u'European Paintings', u'None', u'None',u'1565', u'http://www.metmuseum.org/art/collection/search/435809' )   
( u'14.40.626–27', u'Tommaso di Folco Portinari (1428–1501); Maria Portinari (Maria Maddalena Baroncelli, born 1456)', u'European Paintings', u'None', u'None',u'ca. 1470', u'http://www.metmuseum.org/art/collection/search/437056' )
( u'36.14a–c', u'The Penitence of Saint Jerome', u'European Paintings', u'None', u'None',u'ca. 1512–15', u'http://www.metmuseum.org/art/collection/search/437261' )
( u'49.7.19', u'Portrait of a Carthusian', u'European Paintings', u'None', u'None',u'1446', u'http://www.metmuseum.org/art/collection/search/435896' )
( u'17.50.17-36', u'The Genius of Castiglione', u'Drawings and Prints', u'None', u'None',u'ca. 1645–47 (published 1648)', u'http://www.metmuseum.org/art/collection/search/335668' )
( u'1998.21', u'The Kaunitz Sisters (Leopoldine, Caroline, and Ferdinandine)', u'Drawings and Prints', u'None', u'None',u'1818', u'http://www.metmuseum.org/art/collection/search/334710' )
( u'50.583.4', u'Self-Portrait, from The Iconography', u'Drawings and Prints', u'None', u'None',u'ca. 1630', u'http://www.metmuseum.org/art/collection/search/337062' )
( u'35.42', u'A Giant Seated in a Landscape, sometimes called 'The Colossus'', u'Drawings and Prints', u'None', u'None',u'by 1818', u'http://www.metmuseum.org/art/collection/search/334002' )
( u'1999.222', u'Portrait of Nicolas Trigault in Chinese Costume', u'Drawings and Prints', u'None', u'None',u'1617', u'http://www.metmuseum.org/art/collection/search/337844' )
( u'39.68.27', u'Summer Morning', u'Drawings and Prints', u'None', u'None',u'ca. 1830', u'http://www.metmuseum.org/art/collection/search/337699' )
( u'08.162.1', u'Lady Lilith', u'Drawings and Prints', u'None', u'None',u'1867', u'http://www.metmuseum.org/art/collection/search/337500' )   
( u'41.1.31', u'Christ Crucified between the Two Thieves: The Three Crosses', u'Drawings and Prints', u'None', u'None',u'1653', u'http://www.metmuseum.org/art/collection/search/354631' )
( u'29.107.28', u'Reclining Female Nude', u'Drawings and Prints', u'None', u'None',u'1658', u'http://www.metmuseum.org/art/collection/search/337063' )
( u'1997.117.10', u'Reading the News at the Weavers' Cottage', u'Drawings and Prints', u'None', u'None',u'1673', u'http://www.metmuseum.org/art/collection/search/337632' )
( u'29.100.939', u'Cottage among Trees', u'Drawings and Prints', u'None', u'None',u'ca. 1650', u'http://www.metmuseum.org/art/collection/search/337491' )
( u'1995.196', u'Dune Landscape with Oak Tree', u'Drawings and Prints', u'None', u'None',u'1650–55', u'http://www.metmuseum.org/art/collection/search/337493' )
( u'48.190.2', u'Corridor in the Asylum', u'Drawings and Prints', u'None', u'None',u'September 1889', u'http://www.metmuseum.org/art/collection/search/336327' )
( u'61.101.16', u'Aman-Jean (Portrait of Edmond François Aman-Jean)', u'Drawings and Prints', u'None', u'None',u'1882–83', u'http://www.metmuseum.org/art/collection/search/339751' )
( u'1995.101', u'A Gathering at Wood's Edge', u'Drawings and Prints', u'None', u'None',u'ca. 1770–73', u'http://www.metmuseum.org/art/collection/search/337105' )
( u'63.1', u'Leonidas at Thermopylae', u'Drawings and Prints', u'None', u'None',u'ca. 1814', u'http://www.metmuseum.org/art/collection/search/334245' )
( u'1997.156', u'Queen Esther Approaching the Palace of Ahasuerus', u'Drawings and Prints', u'None', u'None',u'1658', u'http://www.metmuseum.org/art/collection/search/336489' )
( u'1998.225', u'Bacchanal', u'Drawings and Prints', u'None', u'None',u'ca. 1635–36', u'http://www.metmuseum.org/art/collection/search/335240' )
( u'49.38', u'Portrait of an Ecclesiastic', u'Drawings and Prints', u'None', u'None',u'ca. 1461', u'http://www.metmuseum.org/art/collection/search/337088' )
( u'29.100.200', u'The Connoisseur', u'Drawings and Prints', u'None', u'None',u'ca. 1860–65', u'http://www.metmuseum.org/art/collection/search/333915' )
( u'1972.118.210', u'Saada, the Wife of Abraham Ben-Chimol, and Préciada, One of Their Daughters', u'Drawings and Prints', u'None', u'None',u'1832', u'http://www.metmuseum.org/art/collection/search/336046' )
( u'37.165.107', u'Head of a Man', u'Drawings and Prints', u'None', u'None',u'ca. 1718', u'http://www.metmuseum.org/art/collection/search/334650' )
( u'1996.418', u'Tahitian Faces (Frontal View and Profiles)', u'Drawings and Prints', u'None', u'None',u'ca. 1899', u'http://www.metmuseum.org/art/collection/search/337172' )
( u'19.73.1', u'Adam and Eve', u'Drawings and Prints', u'None', u'None',u'1504', u'http://www.metmuseum.org/art/collection/search/336222' )   
( u'43.106.1', u'Melencolia I', u'Drawings and Prints', u'None', u'None',u'1514', u'http://www.metmuseum.org/art/collection/search/336228' )  
( u'35.27', u'Christ Carrying the Cross', u'Drawings and Prints', u'None', u'None',u'ca. 1475–80', u'http://www.metmuseum.org/art/collection/search/336162' )
( u'26.72.68', u'The Entrance Hall of the Regensburg Synagogue', u'Drawings and Prints', u'None', u'None',u'1519', u'http://www.metmuseum.org/art/collection/search/336256' )
( u'1993.1097', u'Landscape with a Double Spruce in the Foreground', u'Drawings and Prints', u'None', u'None',u'ca. 1521–22', u'http://www.metmuseum.org/art/collection/search/336259' )
( u'06.1051.2', u'Samson and Delilah', u'Drawings and Prints', u'None', u'None',u'1506', u'http://www.metmuseum.org/art/collection/search/334769' )
( u'59.120', u'The Lake of Zug', u'Drawings and Prints', u'None', u'None',u'1843', u'http://www.metmuseum.org/art/collection/search/337499' ) 
( u'1973.634', u'Imaginary View of Venice (undivided plate)', u'Drawings and Prints', u'None', u'None',u'1741', u'http://www.metmuseum.org/art/collection/search/335287' )
( u'1986.1159', u'Bacchanal with a Wine Vat', u'Drawings and Prints', u'None', u'None',u'ca. 1470–90', u'http://www.metmuseum.org/art/collection/search/337057' )
( u'1997.153', u'Lucretia', u'Drawings and Prints', u'None', u'None',u'1508–10', u'http://www.metmuseum.org/art/collection/search/337075' )   
( u'24.197.2', u'Studies for the Libyan Sibyl (recto); Studies for the Libyan Sibyl and a small Sketch for a Seated Figure (verso)', u'Drawings and Prints', u'None', u'None',u'ca. 1510–11', u'http://www.metmuseum.org/art/collection/search/337497' )
( u'62.126', u'Youth Playing a Pipe for a Satyr', u'Drawings and Prints', u'None', u'None',u'1645–50', u'http://www.metmuseum.org/art/collection/search/335663' )
( u'2011.36', u'Jupiter and Juno: Study for the 'Furti di Giove' Tapestries', u'Drawings and Prints', u'None', u'None',u'ca. 1532–35', u'http://www.metmuseum.org/art/collection/search/395485' )
( u'1971.63.1', u'Scalinata della Trinità dei Monti', u'Drawings and Prints', u'None', u'None',u'ca. 1756–58', u'http://www.metmuseum.org/art/collection/search/337498' )
( u'51.90', u'The Head of the Virgin in Three-Quarter View Facing Right', u'Drawings and Prints', u'None', u'None',u'1510–1513', u'http://www.metmuseum.org/art/collection/search/337496' )
( u'17.142.1', u'Compositional Sketches for the Virgin Adoring the Christ Child, with and without the Infant St. John the Baptist; Diagram of a Perspectival Projection (recto); Slight Doodles (verso)', u'Drawings and Prints', u'None', u'None',u'1480–85', u'http://www.metmuseum.org/art/collection/search/337494' )
( u'1996.364a, b', u'Three Standing Figures (recto); Seated Woman and a Male Hermit in Half-length (verso)', u'Drawings and Prints', u'None', u'None',u'1435–38', u'http://www.metmuseum.org/art/collection/search/337894' )
( u'17.3.90', u'The Doorway', u'Drawings and Prints', u'None', u'None',u'1879–80', u'http://www.metmuseum.org/art/collection/search/365017' ) 
( u'17.3.159', u'Nocturne (Nocturne: The Thames at Battersea)', u'Drawings and Prints', u'None', u'None',u'1878', u'http://www.metmuseum.org/art/collection/search/337702' )
( u'16.2.2', u'Woman Bathing (La Toilette)', u'Drawings and Prints', u'None', u'None',u'1890–91', u'http://www.metmuseum.org/art/collection/search/337064' )
( u'19.51.7', u'Édouard Manet, Seated, Holding His Hat', u'Drawings and Prints', u'None', u'None',u'ca. 1865', u'http://www.metmuseum.org/art/collection/search/333813' )
( u'1997.93', u'Diana and Actaeon', u'Drawings and Prints', u'None', u'None',u'ca. 1580–1585', u'http://www.metmuseum.org/art/collection/search/337490' )
( u'1995.15', u'View of Heidelberg', u'Drawings and Prints', u'None', u'None',u'ca. 1588–89', u'http://www.metmuseum.org/art/collection/search/337489' )
( u'1995.12', u'Otto, Count of Nassau and his Wife Adelheid van Vianen', u'Drawings and Prints', u'None', u'None',u'1530–35', u'http://www.metmuseum.org/art/collection/search/337487' )
( u'20.24.76', u'Hercules chasing Avarice from the Temple of the Muses', u'Drawings and Prints', u'None', u'None',u'ca. 1510–30', u'http://www.metmuseum.org/art/collection/search/337700' )
( u'19.74.1', u'The Judgment of Paris; he is sitting at left with Venus, Juno and Pallas Athena, a winged victory above; in the upper section the Sun in his chariot preceeded by Castor and Pollux on horseback; at lower right two river gods and a naiad above whom Jupiter, an eagle, Ganymede, Diana and another Goddess', u'Drawings and Prints', u'None', u'None',u'ca. 1510–20', u'http://www.metmuseum.org/art/collection/search/337058' )
( u'37.45.3(27)', u'The Round Tower, from 'Carceri d'invenzione' (Imaginary Prisons)', u'Drawings and Prints', u'None', u'None',u'ca. 1749–50', u'http://www.metmuseum.org/art/collection/search/337725' )
( u'2007.442', u'Portrait of Monsieur Aublet', u'Musical Instruments', u'French', u'None',u'ca. 1782', u'http://www.metmuseum.org/art/collection/search/505722' )
( u'1975.1.843', u'Bust of Pseudo-Seneca', u'Robert Lehman Collection', u'None', u'None',u'1600–1626', u'http://www.metmuseum.org/art/collection/search/459195' )
( u'1975.1.148', u'Condesa de Altamira and Her Daughter, María Agustina', u'Robert Lehman Collection', u'None', u'None',u'1787–88', u'http://www.metmuseum.org/art/collection/search/459090' )
( u'1975.1.145', u'Christ Carrying the Cross', u'Robert Lehman Collection', u'None', u'None',u'ca. 1577–87', u'http://www.metmuseum.org/art/collection/search/459087' )
( u'1975.1.146', u'Saint Jerome as Scholar', u'Robert Lehman Collection', u'None', u'None',u'ca. 1610', u'http://www.metmuseum.org/art/collection/search/459088' )
( u'1975.1.103', u'The Feast of Herod and the Beheading of the Baptist', u'Robert Lehman Collection', u'Italian, Rimini', u'None',u'ca. 1330–35', u'http://www.metmuseum.org/art/collection/search/459045' )
( u'1975.1.95', u'Portrait of a Man, possibly Matteo di Sebastiano di Bernardino Gozzadini', u'Robert Lehman Collection', u'None', u'None',u'1494(?)', u'http://www.metmuseum.org/art/collection/search/459037' )
( u'1975.1.96', u'Portrait of a Woman, possibly Ginevra d'Antonio Lupari Gozzadini', u'Robert Lehman Collection', u'None', u'None',u'1494?', u'http://www.metmuseum.org/art/collection/search/459038' )
( u'1975.1.792', u'Cottage near the Entrance to a Wood', u'Robert Lehman Collection', u'None', u'None',u'1644', u'http://www.metmuseum.org/art/collection/search/459238' )
( u'1975.1.794', u'The Last Supper, after Leonardo da Vinci', u'Robert Lehman Collection', u'None', u'None',u'1634–35', u'http://www.metmuseum.org/art/collection/search/459194' )
( u'1975.1.799', u'Satire on Art Criticism', u'Robert Lehman Collection', u'None', u'None',u'1644', u'http://www.metmuseum.org/art/collection/search/459210' )
( u'1975.1.774', u'Road in Etten', u'Robert Lehman Collection', u'None', u'None',u'1881', u'http://www.metmuseum.org/art/collection/search/459193' )
( u'1975.1.141', u'Burgomaster Jan van Duren (1613–1687)', u'Robert Lehman Collection', u'None', u'None',u'ca. 1666–67', u'http://www.metmuseum.org/art/collection/search/459083' )
( u'1975.1.142', u'Margaretha van Haexbergen (1614–1676)', u'Robert Lehman Collection', u'None', u'None',u'ca. 1666–67', u'http://www.metmuseum.org/art/collection/search/459084' )
( u'1975.1.140', u'Portrait of Gerard de Lairesse', u'Robert Lehman Collection', u'None', u'None',u'1665–67', u'http://www.metmuseum.org/art/collection/search/459082' )
( u'1975.1.144', u'Leisure Time in an Elegant Setting', u'Robert Lehman Collection', u'None', u'None',u'ca. 1663–65', u'http://www.metmuseum.org/art/collection/search/459086' )
( u'1975.1.231', u'Madame Roulin and Her Baby', u'Robert Lehman Collection', u'None', u'None',u'1888', u'http://www.metmuseum.org/art/collection/search/459123' )
( u'1975.1.704', u'Study for "Poseuses"', u'Robert Lehman Collection', u'None', u'None',u'1886-87', u'http://www.metmuseum.org/art/collection/search/459191' )
( u'1975.1.710', u'The Dining Room', u'Robert Lehman Collection', u'None', u'None',u'1886–87', u'http://www.metmuseum.org/art/collection/search/459240' )
( u'1975.1.647', u'Madame Félix Gallois', u'Robert Lehman Collection', u'None', u'None',u'1852', u'http://www.metmuseum.org/art/collection/search/459213' )
( u'1975.1.661', u'Perseus and the Origin of Coral', u'Robert Lehman Collection', u'None', u'None',u'ca. 1671', u'http://www.metmuseum.org/art/collection/search/459190' )
( u'1975.1.592', u'Landscape with Stars', u'Robert Lehman Collection', u'None', u'None',u'ca. 1905–1908', u'http://www.metmuseum.org/art/collection/search/459189' )
( u'1975.1.731', u'At the Circus: The Spanish Walk (Au Cirque: Le Pas espagnol)', u'Robert Lehman Collection', u'None', u'None',u'1899', u'http://www.metmuseum.org/art/collection/search/459241' )
( u'1975.1.763', u'Seated Woman', u'Robert Lehman Collection', u'None', u'None',u'1716–17', u'http://www.metmuseum.org/art/collection/search/459192' )
( u'1975.1.162', u'Diana and Actaeon (Diana Surprised in Her Bath)', u'Robert Lehman Collection', u'None', u'None',u'1836', u'http://www.metmuseum.org/art/collection/search/459093' )
( u'1975.1.209', u'Evening Calm, Concarneau, Opus 220 (Allegro Maestoso)', u'Robert Lehman Collection', u'None', u'None',u'1891', u'http://www.metmuseum.org/art/collection/search/459119' )
( u'1975.1.196', u'Houses on the Achterzaan', u'Robert Lehman Collection', u'None', u'None',u'1871', u'http://www.metmuseum.org/art/collection/search/459107' )
( u'1975.1.186', u'Joséphine-Éléonore-Marie-Pauline de Galard de Brassac de Béarn (1825–1860), Princesse de Broglie', u'Robert Lehman Collection', u'None', u'None',u'1851–53', u'http://www.metmuseum.org/art/collection/search/459106' )
( u'1975.1.225', u'Mme Vuillard Sewing by the Window, rue Truffaut', u'Robert Lehman Collection', u'None', u'None',u'ca. 1899', u'http://www.metmuseum.org/art/collection/search/459174' )
( u'1975.1.199', u'Young Girl Bathing', u'Robert Lehman Collection', u'None', u'None',u'1892', u'http://www.metmuseum.org/art/collection/search/459110' )
( u'1975.1.201', u'Two Young Girls at the Piano', u'Robert Lehman Collection', u'None', u'None',u'1892', u'http://www.metmuseum.org/art/collection/search/459112' )
( u'1975.1.160', u'Trees and Houses Near the Jas de Bouffan', u'Robert Lehman Collection', u'None', u'None',u'1885–86', u'http://www.metmuseum.org/art/collection/search/459092' )
( u'1975.1.859', u'Head of a Young Woman', u'Robert Lehman Collection', u'None', u'None',u'1522', u'http://www.metmuseum.org/art/collection/search/459211' )
( u'1975.1.872', u'Bust of a Man in a Hat Gazing Upward', u'Robert Lehman Collection', u'None', u'None',u'ca. 1480–90', u'http://www.metmuseum.org/art/collection/search/459232' )
( u'1975.1.855', u'Ecstatic Christ', u'Robert Lehman Collection', u'None', u'None',u'ca. 1510–11', u'http://www.metmuseum.org/art/collection/search/459138' )
( u'1975.1.138', u'Erasmus of Rotterdam', u'Robert Lehman Collection', u'None', u'None',u'ca. 1532', u'http://www.metmuseum.org/art/collection/search/459080' )
( u'1975.1.335', u'Three Virtues (Temperance, Hope, and Fortitude or Justice) and Studies of a Seated Man', u'Robert Lehman Collection', u'Italian, Florence', u'None',u'ca. 1420', u'http://www.metmuseum.org/art/collection/search/459234' )
( u'1975.1.104', u'Saints Bartholomew and Simon', u'Robert Lehman Collection', u'Italian, Umbria', u'None',u'1266–75', u'http://www.metmuseum.org/art/collection/search/459046' )
( u'1975.1.376', u'Design for a Wall Monument', u'Robert Lehman Collection', u'None', u'None',u'ca. 1490', u'http://www.metmuseum.org/art/collection/search/459185' )
( u'1975.1.443', u'Bacchus and Ariadne', u'Robert Lehman Collection', u'None', u'None',u'ca. 1740', u'http://www.metmuseum.org/art/collection/search/459236' )
( u'1975.1.297', u'Warwick Castle: The East Front', u'Robert Lehman Collection', u'None', u'None',u'1752', u'http://www.metmuseum.org/art/collection/search/459183' )
( u'1975.1.342', u'Panaromic View of the Bacino di San Marco, Looking up the Giudecca Canal', u'Robert Lehman Collection', u'None', u'None',u'1780–93', u'http://www.metmuseum.org/art/collection/search/459235' )
( u'1975.1.473', u'The Burial of Punchinello', u'Robert Lehman Collection', u'None', u'None',u'ca. 1800', u'http://www.metmuseum.org/art/collection/search/459187' )
( u'1975.1.514', u'The Betrothal of the Virgin', u'Robert Lehman Collection', u'None', u'None',u'ca. 1770', u'http://www.metmuseum.org/art/collection/search/459237' )
( u'1975.1.369', u'A Bear Walking', u'Robert Lehman Collection', u'None', u'None',u'ca. 1482–85', u'http://www.metmuseum.org/art/collection/search/459184' )
( u'1975.1.270', u'Approach to a Mountain Village with Horsemen on the Road', u'Robert Lehman Collection', u'None', u'None',u'ca. 1501', u'http://www.metmuseum.org/art/collection/search/459137' )
( u'1975.1.410', u'Study for the Equestrian Monument to Francesco Sforza', u'Robert Lehman Collection', u'None', u'None',u'early to mid 1480s', u'http://www.metmuseum.org/art/collection/search/459186' )
( u'1975.1.553', u'The Martyrdom of Saint Paul', u'Robert Lehman Collection', u'None', u'None',u'ca. 1557–58', u'http://www.metmuseum.org/art/collection/search/459188' )
( u'1975.1.31', u'The Creation of the World and the Expulsion from Paradise', u'Robert Lehman Collection', u'None', u'None',u'1445', u'http://www.metmuseum.org/art/collection/search/458971' )
( u'1975.1.37', u'The Annunciation to Zacharias; (verso) The Angel of the Annunciation', u'Robert Lehman Collection', u'None', u'None',u'ca. 1455–60', u'http://www.metmuseum.org/art/collection/search/458977' )
( u'1975.1.38', u'Coronation of the Virgin', u'Robert Lehman Collection', u'None', u'None',u'ca. 1455', u'http://www.metmuseum.org/art/collection/search/458978' )
( u'1975.1.54', u'Madonna and Child', u'Robert Lehman Collection', u'None', u'None',u'ca. 1470', u'http://www.metmuseum.org/art/collection/search/458994' )
( u'1975.1.74', u'The Annunciation', u'Robert Lehman Collection', u'None', u'None',u'ca. 1485', u'http://www.metmuseum.org/art/collection/search/459016' )
( u'1975.1.16', u'The Adoration of the Magi', u'Robert Lehman Collection', u'None', u'None',u'ca. 1390', u'http://www.metmuseum.org/art/collection/search/458956' )
( u'1975.1.58', u'The Assumption of the Virgin', u'Robert Lehman Collection', u'None', u'None',u'ca. 1337–39', u'http://www.metmuseum.org/art/collection/search/458998' )
( u'1975.1.7', u'The Last Supper', u'Robert Lehman Collection', u'None', u'None',u'ca. 1325–30', u'http://www.metmuseum.org/art/collection/search/459131' )
( u'1975.1.21', u'The Coronation of the Virgin', u'Robert Lehman Collection', u'None', u'None',u'ca. 1380', u'http://www.metmuseum.org/art/collection/search/458961' )
( u'1975.1.66', u'The Nativity', u'Robert Lehman Collection', u'None', u'None',u'ca. 1406–10', u'http://www.metmuseum.org/art/collection/search/459007' )
( u'1975.1.12', u'Madonna and Child', u'Robert Lehman Collection', u'None', u'None',u'ca. 1326', u'http://www.metmuseum.org/art/collection/search/459136' )
( u'1975.1.27', u'Saint Anthony the Abbot in the Wilderness', u'Robert Lehman Collection', u'None', u'None',u'ca. 1435', u'http://www.metmuseum.org/art/collection/search/458967' )
( u'1975.1.85', u'Portrait of a Woman, Possibly a Nun of San Secondo; (verso) Scene in Grisaille', u'Robert Lehman Collection', u'None', u'None',u'ca. 1485–95', u'http://www.metmuseum.org/art/collection/search/459027' )
( u'1975.1.86', u'Portrait of Alvise Contarini(?); (verso) A Tethered Roebuck', u'Robert Lehman Collection', u'None', u'None',u'ca. 1485–95', u'http://www.metmuseum.org/art/collection/search/459028' )
( u'1975.1.940', u'Large Boston Public Garden Sketchbook: The Huntington Avenue Streetcar', u'Robert Lehman Collection', u'None', u'None',u'1895–1897', u'http://www.metmuseum.org/art/collection/search/459196' )
( u'1975.1.848', u'Men Shoveling Chairs (Scupstoel)', u'Robert Lehman Collection', u'None', u'None',u'1444–50', u'http://www.metmuseum.org/art/collection/search/459209' )
( u'1975.1.119', u'Christ Carrying the Cross, with the Crucifixion; The Resurrection, with the Pilgrims of Emmaus', u'Robert Lehman Collection', u'None', u'None',u'ca. 1510', u'http://www.metmuseum.org/art/collection/search/459061' )
( u'1975.1.120', u'Archangel Gabriel; The Virgin Annunciate', u'Robert Lehman Collection', u'None', u'None',u'ca. 1510', u'http://www.metmuseum.org/art/collection/search/459062' )
( u'1975.1.130', u'Margaret of Austria', u'Robert Lehman Collection', u'None', u'None',u'ca. 1490', u'http://www.metmuseum.org/art/collection/search/459072' )
( u'1975.1.113', u'The Annunciation', u'Robert Lehman Collection', u'None', u'None',u'1480–89', u'http://www.metmuseum.org/art/collection/search/459055' )
( u'1975.1.110', u'A Goldsmith in his Shop', u'Robert Lehman Collection', u'None', u'None',u'1449', u'http://www.metmuseum.org/art/collection/search/459052' )
( u'1984.433.294', u'Seated Woman, Back View', u'Modern and Contemporary Art', u'None', u'None',u'1917', u'http://www.metmuseum.org/art/collection/search/483434' )
( u'1984.433.298ab', u'Self-Portrait', u'Modern and Contemporary Art', u'None', u'None',u'1911', u'http://www.metmuseum.org/art/collection/search/483438' )
( u'1987.455.2', u'Temple Gardens', u'Modern and Contemporary Art', u'None', u'None',u'1920', u'http://www.metmuseum.org/art/collection/search/484870' )
( u'49.70.1', u'Improvisation 27 (Garden of Love II)', u'Modern and Contemporary Art', u'None', u'None',u'1912', u'http://www.metmuseum.org/art/collection/search/488319' )
( u'1984.315.42', u'May Picture', u'Modern and Contemporary Art', u'None', u'None',u'1925', u'http://www.metmuseum.org/art/collection/search/483161' )
( u'49.70.42', u'Portrait of a German Officer', u'Modern and Contemporary Art', u'None', u'None',u'1914', u'http://www.metmuseum.org/art/collection/search/488486' )
( u'1992.24.3', u'Mt. Katahdin (Maine), Autumn #2', u'Modern and Contemporary Art', u'None', u'None',u'1939–40', u'http://www.metmuseum.org/art/collection/search/486009' )
( u'42.154', u'Wisconsin Landscape', u'Modern and Contemporary Art', u'None', u'None',u'1938–39', u'http://www.metmuseum.org/art/collection/search/488030' )
( u'49.59.1', u'I Saw the Figure 5 in Gold', u'Modern and Contemporary Art', u'None', u'None',u'1928', u'http://www.metmuseum.org/art/collection/search/488315' )
( u'1982.55.1', u'Lady of the Lake', u'Modern and Contemporary Art', u'None', u'None',u'ca. 1936–39', u'http://www.metmuseum.org/art/collection/search/482599' )
( u'2014.269', u'The Entombment of Christ', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1702', u'http://www.metmuseum.org/art/collection/search/631985' )
( u'2014.173', u'The Virgin of Guadalupe with the Four Apparitions', u'American Paintings and Sculpture', u'None', u'None',u'1773', u'http://www.metmuseum.org/art/collection/search/635401' )
( u'02.7.1', u'The Flower Girl', u'American Paintings and Sculpture', u'None', u'None',u'1846', u'http://www.metmuseum.org/art/collection/search/11207' )
( u'97.34', u'Washington Crossing the Delaware', u'American Paintings and Sculpture', u'None', u'None',u'1851', u'http://www.metmuseum.org/art/collection/search/11417' )
( u'62.79.1', u'Francis Brinley', u'American Paintings and Sculpture', u'None', u'None',u'1729', u'http://www.metmuseum.org/art/collection/search/12600' )
( u'62.79.2', u'Mrs. Francis Brinley and Her Son Francis', u'American Paintings and Sculpture', u'None', u'None',u'1729', u'http://www.metmuseum.org/art/collection/search/12602' )
( u'1972.263.6', u'Mr. and Mrs. Daniel Otis and Child', u'American Paintings and Sculpture', u'None', u'None',u'1834', u'http://www.metmuseum.org/art/collection/search/10732' )
( u'63.201.1', u'Lady with Her Pets (Molly Wales Fobes)', u'American Paintings and Sculpture', u'None', u'None',u'1790', u'http://www.metmuseum.org/art/collection/search/11040' )
( u'59.166', u'Still Life with Cake', u'American Paintings and Sculpture', u'None', u'None',u'1818', u'http://www.metmuseum.org/art/collection/search/11737' )
( u'23.102', u'Euphemia White Van Rensselaer', u'American Paintings and Sculpture', u'None', u'None',u'1842', u'http://www.metmuseum.org/art/collection/search/11055' )
( u'21.115.4', u'The Trout Pool', u'American Paintings and Sculpture', u'None', u'None',u'1870', u'http://www.metmuseum.org/art/collection/search/13315' )
( u'1992.128', u'The Contest for the Bouquet: The Family of Robert Gordon in Their New York Dining-Room', u'American Paintings and Sculpture', u'None', u'None',u'1866', u'http://www.metmuseum.org/art/collection/search/14472' )
( u'16.68.2', u'Mary Sylvester', u'American Paintings and Sculpture', u'None', u'None',u'1754', u'http://www.metmuseum.org/art/collection/search/10174' )
( u'1999.176', u'Woman in a Blue Dress', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1890–1909', u'http://www.metmuseum.org/art/collection/search/16571' )
( u'46.192.4', u'Allan Melville', u'American Paintings and Sculpture', u'None', u'None',u'1810', u'http://www.metmuseum.org/art/collection/search/12613' )
( u'1999.19', u'Winter Scene in Moonlight', u'American Paintings and Sculpture', u'None', u'None',u'1869', u'http://www.metmuseum.org/art/collection/search/16577' )
( u'1996.279', u'Hugh Hall', u'American Paintings and Sculpture', u'None', u'None',u'1758', u'http://www.metmuseum.org/art/collection/search/15541' )
( u'17.97.5', u'Note in Pink and Brown', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1880', u'http://www.metmuseum.org/art/collection/search/13215' )
( u'2000.512', u'Variations in Violet and Grey—Market Place, Dieppe', u'American Paintings and Sculpture', u'None', u'None',u'1885', u'http://www.metmuseum.org/art/collection/search/16863' )
( u'2002.1', u'Maternity', u'American Paintings and Sculpture', u'None', u'None',u'1784', u'http://www.metmuseum.org/art/collection/search/17066' )
( u'66.143', u'The Great Statue of Amida Buddha at Kamakura, Known as the Daibutsu, from the Priest's Garden', u'American Paintings and Sculpture', u'None', u'None',u'1887', u'http://www.metmuseum.org/art/collection/search/11375' )
( u'10.228.1', u'Fishing Boats, Key West', u'American Paintings and Sculpture', u'None', u'None',u'1903', u'http://www.metmuseum.org/art/collection/search/11120' )
( u'1995.378', u'A Basket of Clams', u'American Paintings and Sculpture', u'None', u'None',u'1873', u'http://www.metmuseum.org/art/collection/search/12388' )
( u'2001.608.1', u'Boys in a Dory', u'American Paintings and Sculpture', u'None', u'None',u'1873', u'http://www.metmuseum.org/art/collection/search/17053' )
( u'80.1.2', u'Moonlight on Mount Lafayette, New Hampshire', u'American Paintings and Sculpture', u'None', u'None',u'1873', u'http://www.metmuseum.org/art/collection/search/11900' )
( u'1975.319.1', u'Portrait of the Artist', u'American Paintings and Sculpture', u'None', u'None',u'1878', u'http://www.metmuseum.org/art/collection/search/10409' )
( u'97.29.3', u'The American School', u'American Paintings and Sculpture', u'None', u'None',u'1765', u'http://www.metmuseum.org/art/collection/search/11797' )
( u'62.256.3', u'The Falls of Niagara', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1825', u'http://www.metmuseum.org/art/collection/search/11080' )
( u'1978.203', u'Stage Fort across Gloucester Harbor', u'American Paintings and Sculpture', u'None', u'None',u'1862', u'http://www.metmuseum.org/art/collection/search/11396' )
( u'1975.160', u'Approaching Thunder Storm', u'American Paintings and Sculpture', u'None', u'None',u'1859', u'http://www.metmuseum.org/art/collection/search/11050' )
( u'15.30.62', u'A Gorge in the Mountains (Kauterskill Clove)', u'American Paintings and Sculpture', u'None', u'None',u'1862', u'http://www.metmuseum.org/art/collection/search/10946' )
( u'07.123', u'The Rocky Mountains, Lander's Peak', u'American Paintings and Sculpture', u'None', u'None',u'1863', u'http://www.metmuseum.org/art/collection/search/10154' )
( u'26.97', u'The Hatch Family', u'American Paintings and Sculpture', u'None', u'None',u'1870–71', u'http://www.metmuseum.org/art/collection/search/11263' )
( u'1996.563', u'Portrait of a Gentleman', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1770', u'http://www.metmuseum.org/art/collection/search/15588' )
( u'49.12', u'Daniel Crommelin Verplanck', u'American Paintings and Sculpture', u'None', u'None',u'1771', u'http://www.metmuseum.org/art/collection/search/10522' )
( u'31.109', u'Mrs. John Winthrop', u'American Paintings and Sculpture', u'None', u'None',u'1773', u'http://www.metmuseum.org/art/collection/search/10531' )
( u'43.86.4', u'Midshipman Augustus Brine', u'American Paintings and Sculpture', u'None', u'None',u'1782', u'http://www.metmuseum.org/art/collection/search/10527' )
( u'13.20', u'Arrangement in Flesh Colour and Black: Portrait of Theodore Duret', u'American Paintings and Sculpture', u'None', u'None',u'1883', u'http://www.metmuseum.org/art/collection/search/13211' )
( u'08.228', u'View from Mount Holyoke, Northampton, Massachusetts, after a Thunderstorm—The Oxbow', u'American Paintings and Sculpture', u'None', u'None',u'1836', u'http://www.metmuseum.org/art/collection/search/10497' )
( u'04.29.2', u'The Titan's Goblet', u'American Paintings and Sculpture', u'None', u'None',u'1833', u'http://www.metmuseum.org/art/collection/search/10499' )
( u'1976.332', u'The Sortie Made by the Garrison of Gibraltar', u'American Paintings and Sculpture', u'None', u'None',u'1789', u'http://www.metmuseum.org/art/collection/search/12828' )
( u'1996.102', u'Apple Blossoms', u'American Paintings and Sculpture', u'None', u'None',u'1889', u'http://www.metmuseum.org/art/collection/search/5223' )
( u'74.24', u'Twilight on the Sound, Darien, Connecticut', u'American Paintings and Sculpture', u'None', u'None',u'1872', u'http://www.metmuseum.org/art/collection/search/11329' )
( u'15.30.61', u'Lake George', u'American Paintings and Sculpture', u'None', u'None',u'1869', u'http://www.metmuseum.org/art/collection/search/11311' )
( u'2001.402a', u'Flight Into Egypt', u'American Paintings and Sculpture', u'None', u'None',u'1923', u'http://www.metmuseum.org/art/collection/search/16947' )
( u'67.187.123', u'At the Seaside', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1892', u'http://www.metmuseum.org/art/collection/search/10464' )
( u'34.134', u'Portrait of the Painter', u'American Paintings and Sculpture', u'None', u'None',u'1859', u'http://www.metmuseum.org/art/collection/search/11383' )
( u'45.62.1', u'Susan Walker Morse (The Muse)', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1836–37', u'http://www.metmuseum.org/art/collection/search/11605' )
( u'1975.27.1', u'The New Bonnet', u'American Paintings and Sculpture', u'None', u'None',u'1858', u'http://www.metmuseum.org/art/collection/search/10843' )
( u'52.184', u'Panoramic View of the Palace and Gardens of Versailles', u'American Paintings and Sculpture', u'None', u'None',u'1818–19', u'http://www.metmuseum.org/art/collection/search/13052' )
( u'66.126', u'Cider Making', u'American Paintings and Sculpture', u'None', u'None',u'1840–41', u'http://www.metmuseum.org/art/collection/search/11619' )
( u'22.207', u'Prisoners from the Front', u'American Paintings and Sculpture', u'None', u'None',u'1866', u'http://www.metmuseum.org/art/collection/search/11133' )
( u'06.1234', u'The Gulf Stream', u'American Paintings and Sculpture', u'None', u'None',u'1899', u'http://www.metmuseum.org/art/collection/search/11122' )
( u'10.64.5', u'Northeaster', u'American Paintings and Sculpture', u'None', u'None',u'1895; reworked by 1901', u'http://www.metmuseum.org/art/collection/search/11130' )
( u'11.156', u'Landscape—Scene from "Thanatopsis"', u'American Paintings and Sculpture', u'None', u'None',u'1850', u'http://www.metmuseum.org/art/collection/search/10793' )
( u'15.30.59', u'The Beeches', u'American Paintings and Sculpture', u'None', u'None',u'1845', u'http://www.metmuseum.org/art/collection/search/10786' )
( u'97.33', u'George Washington', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1779–81', u'http://www.metmuseum.org/art/collection/search/11707' )
( u'87.8.8', u'Autumn Oaks', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1878', u'http://www.metmuseum.org/art/collection/search/11227' )
( u'11.116.4', u'Spring Blossoms, Montclair, New Jersey', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1891', u'http://www.metmuseum.org/art/collection/search/11234' )
( u'33.61', u'Fur Traders Descending the Missouri', u'American Paintings and Sculpture', u'None', u'None',u'1845', u'http://www.metmuseum.org/art/collection/search/10159' )
( u'1993.324', u'A Rose', u'American Paintings and Sculpture', u'None', u'None',u'1907', u'http://www.metmuseum.org/art/collection/search/14931' )
( u'39.52', u'Still Life: Balsam Apple and Vegetables', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1820s', u'http://www.metmuseum.org/art/collection/search/11734' )
( u'1994.567', u'Celia Thaxter's Garden, Isles of Shoals, Maine', u'American Paintings and Sculpture', u'None', u'None',u'1890', u'http://www.metmuseum.org/art/collection/search/14930' )
( u'1996.382', u'Surf, Isles of Shoals', u'American Paintings and Sculpture', u'None', u'None',u'1913', u'http://www.metmuseum.org/art/collection/search/15583' )
( u'21.164', u'Central Park, Winter', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1905', u'http://www.metmuseum.org/art/collection/search/19261' )
( u'07.160', u'George Washington', u'American Paintings and Sculpture', u'None', u'None',u'begun 1795', u'http://www.metmuseum.org/art/collection/search/16584' )
( u'1977.243', u'Horatio Gates', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1793–94', u'http://www.metmuseum.org/art/collection/search/12667' )
( u'23.101', u'Lady at the Tea Table', u'American Paintings and Sculpture', u'None', u'None',u'1883–85', u'http://www.metmuseum.org/art/collection/search/10391' )
( u'22.16.17', u'The Cup of Tea', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1880–81', u'http://www.metmuseum.org/art/collection/search/10388' )
( u'14.126.1', u'Queen Victoria', u'American Paintings and Sculpture', u'None', u'None',u'1838', u'http://www.metmuseum.org/art/collection/search/12702' )
( u'1979.395', u'Elijah Boardman', u'American Paintings and Sculpture', u'None', u'None',u'1789', u'http://www.metmuseum.org/art/collection/search/10830' )
( u'65.49', u'Ernesta (Child with Nurse)', u'American Paintings and Sculpture', u'None', u'None',u'1894', u'http://www.metmuseum.org/art/collection/search/10127' )
( u'2000.151', u'Michael Angelo and Emma Clara Peale', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1826', u'http://www.metmuseum.org/art/collection/search/16687' )
( u'34.92', u'The Champion Single Sculls (Max Schmitt in a Single Scull)', u'American Paintings and Sculpture', u'None', u'None',u'1871', u'http://www.metmuseum.org/art/collection/search/10819' )
( u'17.172', u'The Thinker: Portrait of Louis N. Kenton', u'American Paintings and Sculpture', u'None', u'None',u'1900', u'http://www.metmuseum.org/art/collection/search/10827' )
( u'2002.259', u'Portrait of a Lady', u'American Paintings and Sculpture', u'None', u'None',u'1764', u'http://www.metmuseum.org/art/collection/search/17447' )
( u'14.76.6', u'수월관음도 고려|水月觀音圖 高麗|Water-moon Avalokiteshvara', u'Asian Art', u'Korea', u'Goryeo dynasty (918–1392)',u'first half of the 14th century', u'http://www.metmuseum.org/art/collection/search/36029' )
( u'41.138', u'南宋 佚名 明皇幸蜀圖 軸|Emperor Xuanzong's Flight to Shu', u'Asian Art', u'China', u'Southern Song dynasty (1127–1279)',u'mid-12th century', u'http://www.metmuseum.org/art/collection/search/40055' )
( u'2007.329', u'春屋妙葩像 自賛|Portrait of Shun'oku Myōha (1311–1388)', u'Asian Art', u'Japan', u'Nanbokuchō period (1336–92)',u'ca. 1383', u'http://www.metmuseum.org/art/collection/search/59669' )
( u'2008.312', u'Great Indian Fruit Bat', u'Islamic Art', u'None', u'None',u'ca. 1777–82', u'http://www.metmuseum.org/art/collection/search/456949' )
( u'09.95', u'Heart of the Andes', u'American Paintings and Sculpture', u'None', u'None',u'1859', u'http://www.metmuseum.org/art/collection/search/10481' )
( u'15.30.67', u'The Parthenon', u'American Paintings and Sculpture', u'None', u'None',u'1871', u'http://www.metmuseum.org/art/collection/search/10482' )
( u'66.113', u'The Valley of Wyoming', u'American Paintings and Sculpture', u'None', u'None',u'1865', u'http://www.metmuseum.org/art/collection/search/10586' )
( u'1997.149.9', u'Reclining Nude', u'Modern and Contemporary Art', u'None', u'None',u'1917', u'http://www.metmuseum.org/art/collection/search/486847' )
( u'1975.1.736', u'Street Scene in Paris (Coin de rue à Paris)', u'Robert Lehman Collection', u'None', u'None',u'1895', u'http://www.metmuseum.org/art/collection/search/459242' )
( u'67.187.121', u'Tennis at Newport', u'Modern and Contemporary Art', u'None', u'None',u'1919', u'http://www.metmuseum.org/art/collection/search/489559' )
( u'15.142.2', u'Mountain Stream', u'American Paintings and Sculpture', u'None', u'None',u'ca. 1912–14', u'http://www.metmuseum.org/art/collection/search/12138' )
( u'16.53', u'Madame X (Madame Pierre Gautreau)', u'American Paintings and Sculpture', u'None', u'None',u'1883–84', u'http://www.metmuseum.org/art/collection/search/12127' )
( u'1998.365', u'Mrs. Hugh Hammersley', u'American Paintings and Sculpture', u'None', u'None',u'1892', u'http://www.metmuseum.org/art/collection/search/16255' )
( u'65.29.2', u'薬師佛|Buddha of Medicine Bhaishajyaguru (Yaoshi fo)', u'Asian Art', u'China', u'Yuan dynasty (1271–1368)',u'ca. 1319', u'http://www.metmuseum.org/art/collection/search/42716' )
( u'25.224a–e', u'北野天神縁起絵巻|Illustrated Legends of the Kitano Tenjin Shrine (Kitano Tenjin engi emaki)', u'Asian Art', u'Japan', u'Kamakura period (1185–1333)',u'late 13th century', u'http://www.metmuseum.org/art/collection/search/45428' )

# google.auth.exceptions.DefaultCredentialsError 에러 발생 시, 로그인하자.
gcloud auth application-default login

# 로그인 과정에서도 에러가 난다면
# gcloud : 'gcloud' 용어가 cmdlet, 함수, 스크립트 파일 또는 실행할 수 있는 프로그램 이름으로 인식되지 않습니다.
$env:Path += ";C:\Users\007\AppData\Local\Google\Cloud SDK\google-cloud-sdk\bin" # 자신의 google-cloud-sdk 위치 입력

 

'message': 'BigQuery API has not been used in project skt-fly-ai-kim before or it is disabled.

BigQuery API가 현재 사용 중인 프로젝트 (skt-fly-ai-kim)에서 활성화되지 않았기 때문에 에러 발생.

403 Forbidden: SERVICE_DISABLED 에러 메시지가 BigQuery API가 비활성화 상태라는 걸 알려주고 있습니다.

 

 

 

+) SQL 쿼리문을 계속 돌려보며 확인하고 싶다면, Google Cloud에서 실행해보면 된다.

https://console.cloud.google.com/bigquery

 

- 메트로폴리탄 미술관에 있는 예술 작품 모음 데이터 개요

SELECT *
FROM `bigquery-public-data.the_met.objects`
limit 3;
[{
  "object_number": "2014.247",
  "is_highlight": "false",
  "is_public_domain": "true",
  "object_id": "646996",
  "department": "Asian Art",
  "object_name": "Screen",
  "title": "전(傳) 오원 장승업 (1843–1897) 청동기와 화초가 있는 정물화 조선|傳 吾園 張承業 器皿折枝圖 朝鮮|Still life with bronze vessels and flowering plants",
  "culture": "Korea",
  "period": "Joseon dynasty (1392–1910)",
  "dynasty": null,
  "reign": null,
  "portfolio": null,
  "artist_role": "Artist",
  "artist_prefix": "Attributed to",
  "artist_display_name": "Jang Seung-eop (pen name: Owon)",
  "artist_display_bio": "Korean, 1843–1897",
  "artist_suffix": null,
  "artist_alpha_sort": "Jang Seung-eop",
  "artist_nationality": "Korean",
  "artist_begin_date": "1843",
  "artist_end_date": "1897",
  "object_date": "1894",
  "object_begin_date": "1894",
  "object_end_date": "1894",
  "medium": "Ten-panel folding screen; ink on paper",
  "dimensions": "Overall: 77 in. × 14 ft. 2 in. (195.6 × 431.8 cm)",
  "credit_line": "Gift of Mrs. Anita H. Berger, in memory of Ambassador Samuel D. Berger, 2014",
  "geography_type": null,
  "city": null,
  "state": null,
  "county": null,
  "country": null,
  "region": null,
  "subregion": null,
  "locale": null,
  "locus": null,
  "excavation": null,
  "river": null,
  "classification": "Screens",
  "rights_and_reproduction": null,
  "link_resource": "http://www.metmuseum.org/art/collection/search/646996",
  "metadata_date": "2017-02-06 08:00:16.000000 UTC",
  "repository": "Metropolitan Museum of Art, New York, NY"
}, {
  "object_number": "2012.329",
  "is_highlight": "false",
  "is_public_domain": "true",
  "object_id": "77916",
  "department": "Asian Art",
  "object_name": "Hanging scroll",
  "title": "석지 채용신    학자 초상|石芝 蔡龍臣 學者肖像|Portrait of a scholar",
  "culture": "Korea",
  "period": null,
  "dynasty": null,
  "reign": null,
  "portfolio": null,
  "artist_role": "Artist",
  "artist_prefix": null,
  "artist_display_name": "Chae Yongsin (artist name: Seokji) (ASA)",
  "artist_display_bio": "Korean, 1850–1941",
  "artist_suffix": null,
  "artist_alpha_sort": "Chae Yongsin",
  "artist_nationality": "Korean",
  "artist_begin_date": "1850",
  "artist_end_date": "1941",
  "object_date": "dated by inscription to 1924",
  "object_begin_date": "1924",
  "object_end_date": "1924",
  "medium": "Hanging scroll; ink and color on silk",
  "dimensions": "Image: 38 1/8 × 21 1/8 in. (96.8 × 53.7 cm) Overall with mounting: 48 × 24 7/16 in. (121.9 × 62.1 cm) Overall with knobs: 48 × 24 3/4 in. (121.9 × 62.9 cm)",
  "credit_line": "Purchase, Friends of Asian Art Gifts, 2012",
  "geography_type": null,
  "city": null,
  "state": null,
  "county": null,
  "country": null,
  "region": null,
  "subregion": null,
  "locale": null,
  "locus": null,
  "excavation": null,
  "river": null,
  "classification": "Paintings",
  "rights_and_reproduction": null,
  "link_resource": "http://www.metmuseum.org/art/collection/search/77916",
  "metadata_date": "2017-02-06 08:00:16.000000 UTC",
  "repository": "Metropolitan Museum of Art, New York, NY"
}, {
  "object_number": "1994.377",
  "is_highlight": "false",
  "is_public_domain": "true",
  "object_id": "38009",
  "department": "Asian Art",
  "object_name": "Painting",
  "title": null,
  "culture": "India (Himachal Pradesh, Jasrota)",
  "period": null,
  "dynasty": null,
  "reign": null,
  "portfolio": null,
  "artist_role": "Artist",
  "artist_prefix": "Attributed to",
  "artist_display_name": "Nainsukh",
  "artist_display_bio": "active ca. 1735–78",
  "artist_suffix": null,
  "artist_alpha_sort": "Nainsukh",
  "artist_nationality": "Indian",
  "artist_begin_date": "1725",
  "artist_end_date": "1778",
  "object_date": "ca. 1745–50",
  "object_begin_date": "1735",
  "object_end_date": "1760",
  "medium": "Ink, opaque watercolor, and gold on paper",
  "dimensions": "Overall: 7 3/4 x 6 1/8 in. (19.7 x 15.6 cm)",
  "credit_line": "Rogers Fund, 1994",
  "geography_type": null,
  "city": null,
  "state": null,
  "county": null,
  "country": null,
  "region": null,
  "subregion": null,
  "locale": null,
  "locus": null,
  "excavation": null,
  "river": null,
  "classification": "Paintings",
  "rights_and_reproduction": null,
  "link_resource": "http://www.metmuseum.org/art/collection/search/38009",
  "metadata_date": "2017-02-06 08:00:16.000000 UTC",
  "repository": "Metropolitan Museum of Art, New York, NY"
}]

- Prints

https://www.metmuseum.org/art/collection/search/63196

Illustrated by Wang Gai | Page from the Mustard Seed Garden Manual of Painting | China | Qing dynasty (1644–1911) | The Metrop

http://metmuseum.org/art/collection/search/63185

Illustrated by Wang Gai | Page from the Mustard Seed Garden Manual of Painting | China | Qing dynasty (1644–1911) | The Metrop

 

 

- Drawings

https://www.metmuseum.org/art/collection/search/665952

Jean-Francois Lucas | Drawing with Seven Designs for Firearms Ornament | French | The Metropolitan Museum of Art

 

https://www.metmuseum.org/art/collection/search/436166

Edgar Degas | Two Dancers | The Metropolitan Museum of Art

https://www.metmuseum.org/art/collection/search/335850

Boris Zvorykin | Illustration for "La Belle Vassilissa" [Vassilissa and Grandmother before the Tsar] | The Metropolitan Museum o

https://www.metmuseum.org/art/collection/search/336880

Franz von Bayros | Study for a Bookplate with St. George Rescuing a Maiden from a Dragon | The Metropolitan Museum of Art

 

 

- Paintings ;

2000년대 이후는 없음.

1950년 이후는 1개임.

https://www.metmuseum.org/art/collection/search/438844

Imitator of Albrecht Dürer | Portrait of a Woman, Said to Be Caritas Pirckheimer (1467–1532) | The Metropolitan Museum of Art

https://www.metmuseum.org/art/collection/search/36201

Wang Zhensheng | Still-life with Plum | China | The Metropolitan Museum of Art

https://www.metmuseum.org/art/collection/search/77916

Chae Yongsin (artist name: Seokji) | Portrait of a scholar | Korea | The Metropolitan Museum of Art

 

- Photographs

https://www.metmuseum.org/art/collection/search/260978

Gertrude Käsebier | F. H. Evans | The Metropolitan Museum of Art

https://www.metmuseum.org/art/collection/search/260981

Gertrude Käsebier | Josephine (Portrait of Miss B.) | The Metropolitan Museum of Art

 

3. 필요한 이미지 URL만 선별 후 데이터 다운로드

Google BigQuery가 속성 정보를 저장하고 있기는 하지만, 실제 이미지는 메트로폴리탄 미술관 사이트에 있습니다. 그래서 레이블이 지정된 데이터셋을 만들기 위해서는 그 이미지들을 다운로드 하여 레이블과 연관시킬 필요가 있습니다. 

 

 download.py 스크립트는 정제되지 않은 레이블 데이터를 빌드하기 위해 사용됩니다. 이 스크립트는 arts-select.list 파일을 읽어 각 라인에 있는 이미지를 다운로드 하고 해당 레이블의 이름을 가진 폴더에 저장합니다. arts-all.list 파일에서 필요한 라인을 참조 또는 복사하여 arts-select.list 파일에서 다운로드할 이미지의 목록을 수정할 수 있습니다.

 

• arts-all.list에는 모든 이미지 정보가 포함되어 있고,
• arts-select.list는 특정 이미지만 다운로드하기 위해 필요한 라인만 포함합니다.

앞서 만든 arts-select.list 파일이 여기서 사용된다.

 

 

이제, 데이터 다운로드

download.py는 arts-select.list 파일에 있는 URL(link_resource)을 사용해 각 행의 웹페이지로 접근하고, 거기서 이미지 다운로드 링크를 파싱해 실제 이미지를 가져옵니다.

또한, 작품의 object_number, title, culture 등 메타데이터를 JSON 파일에 저장합니다.

 

 

url을 통해 이동한 사이트의 구조가 바뀌어서, download.py 코드 전체를 다시 작성해줘야한다. (아래 코드에서는 Selenium을 사용해 웹페이지를 탐색하며, urllib을 통해 이미지를 다운로드합니다.)

 

 

* 참고로, labels_with_image_paths.json 파일이 아예 형성 되어 있지 않아야 한다! 이 코드에서는 해당 json 파일을 새로 만들기 때문이다!!

 

(그램 노트북 기준, 300여개의 이미지 데이터와 json파일을 형성하는데, 1시간 정도 소요된다.
ThinkPad GPU 4090 기준, 30분(?)정도 걸린다. )

from selenium import webdriver

from selenium.webdriver.chrome.service import Service

from selenium.webdriver.common.by import By

from selenium.webdriver.chrome.options import Options

from urllib import request

import os

import ssl

import json

import re

ARTS_LIST = 'arts-select.list'

NUMBER_TO_DOWNLOAD = 100

LABELS_JSON = "labels_with_image_paths.json"

# Initialize the JSON file with an empty list if it doesn't exist

if not os.path.exists(LABELS_JSON):

    with open(LABELS_JSON, "w", encoding="utf-8") as json_file:

        json.dump([], json_file)

def download_image_selenium(object_number, title, department, culture, period, object_date, webpage):

    try:

        # ChromeDriver 설정

        chrome_options = Options()

        chrome_options.add_argument("--headless")  # Headless 모드 (브라우저 창 없이 실행)

        chrome_options.add_argument("--no-sandbox")

       

        # ChromeDriver 경로 설정

        service = Service(r"C:\chromedriver-win64\chromedriver.exe")

        driver = webdriver.Chrome(service=service, options=chrome_options)

        driver.get(webpage)

        # <img> 태그에서 id='artwork__image'인 태그의 src 속성 가져오기

        image_tag = driver.find_element(By.ID, "artwork__image")

        image_url = image_tag.get_attribute("src")

        print(f"Found image URL for {object_number}: {image_url}")

        # SSL 검증 비활성화

        context = ssl._create_unverified_context()

        image_response = request.urlopen(image_url, context=context)

        # 디렉토리 생성

        culture_dir = culture.replace(",", "").replace("/", " ")

        download_dir = f"data/met_art/{culture_dir}"

        os.makedirs(download_dir, exist_ok=True)

        # 고유 이미지 파일 이름 생성

        file_name = f"{object_number}_{image_url.split('/')[-1]}"

        download_path = os.path.join(download_dir, file_name)

        # 이미지 저장

        with open(download_path, 'wb') as image_file:

            image_file.write(image_response.read())

       

        print(f"Downloaded {download_path}")

        # **레이블과 이미지 경로를 JSON 파일에 저장**

        label_data = {

            "object_number": object_number,

            "title": title,

            "department": department,

            "culture": culture,

            "period": period,

            "object_date": object_date,

            "webpage": webpage,

            "image_url": image_url,

            "file_path": download_path  # 이미지의 로컬 경로

        }

        # Append the new label data to the JSON file

        with open(LABELS_JSON, "r+", encoding="utf-8") as json_file:

            data = json.load(json_file)

            data.append(label_data)

            json_file.seek(0)

            json.dump(data, json_file, ensure_ascii=False, indent=4)

    except Exception as e:

        print(f"Error downloading from {webpage} for {culture}: {e}")

   

    finally:

        driver.quit()  # 브라우저 닫기

def main():

    with open(ARTS_LIST, "r", encoding="utf-8") as f:

        arts_to_download = [x.strip() for x in f.readlines()]

    download_count = 0

    for item in arts_to_download:

        # 정규 표현식으로 데이터 파싱

        # match = re.match(r"\( u'(.*?)', u'(.*?)', u'(.*?)', u'(.*?)', u'(.*?)', u'(.*?)', u'(.*?)' \)", item)

        match = re.match(r"\(\s*u'(.*?)',\s*u'(.*?)',\s*u'(.*?)',\s*u'(.*?)',\s*u'(.*?)',\s*u'(.*?)',\s*u'(.*?)'\s*\)", item)

        print(match)

       

        if match:

            object_number = match.group(1)

            title = match.group(2)

            department = match.group(3)

            culture = match.group(4)

            period = match.group(5)

            object_date = match.group(6)

            webpage = match.group(7).replace(" )", "").replace("'", "").strip()

            print(f"Processing {title} ({culture}): {webpage}")

            # Selenium을 사용해 이미지 다운로드 및 메타데이터 저장

            download_image_selenium(object_number, title, department, culture, period, object_date, webpage)

            download_count += 1

            if 0 < NUMBER_TO_DOWNLOAD == download_count:

                print("Reached the download limit.")

                break

       

        else:

            print(f"Failed to parse: {item}")

    print("Download completed.")

if __name__ == "__main__":

    main()

 

이미지가 다운로드 되고, 
이미지 정보를 담은 메타데이터 JSON도 형성되어있다!

---

이제 다운 받은 데이터로, CNN 학습을 해주자.

 

https://doraemin.tistory.com/137

Metropolitan Museum of Art 데이터 CNN 학습하기

 

---

CNN 학습 말고, 

깃허브에서 제공해준 과정을 진행하고 싶으면...

 

이후 데이터 변환 및 모델링 작업은 다음 글 참조.
(끝까지 해내진 못함...ㅠ)

https://doraemin.tistory.com/129

[Tensorflow] Metropolitan Museum of Art 데이터로 학습하기