The long-awaited data set resource inventory series is coming again~
In this issue, we will share 64 popular public dataset resources related to image classification tasks, roughly divided into 10 categories:
● General Vision; ● Handwriting & Single Channel; ● Fine-grained Image Recognition; ● Natural Images and Scenes; ● Remote Sensing; ● Medical Health; ● Science Education; ● Art; ● Food; ● Life scene class .
Come and see if there is anything you want.
If you think it is good, remember to collect it. For more resources, please visit the official website of OpenDataLab: https://opendatalab.org.cn/
Table of contents
No.12 DEIC Benchmark (Data-Efficient Image Classification Benchmark)
No.15 CIFAR-10N (Real-World Human Annotations)
No.16 CIFAR-100N (Real-World Human Annotations)
2. Handwriting & Single Channel
3. Fine-grained image recognition class
No.26 DTD (Describable Textures Dataset)
No.40 HErlev (HERlev Pap Smear Dataset)
No.41 BBBC041 (P. vivax (malaria) infected human blood smears)
No.50 MAMe (Museum Art Medium dataset)
No.53 ECUSTFD (ECUST Food Dataset)
No.55 THFOOD-50 (Thai Food 50 Image Classification)
No.60 Stanford Online Products
1. General visual class
No.1 CIFAR-10
● Publisher : Massachusetts Institute of Technology New York University
● Release time : 2009
● Download link : https://opendatalab.org.cn/CIFAR-10
Key words : general visual object recognition, ten categories
No.2 CIFAR-100
● Publisher : Massachusetts Institute of Technology New York University
● Release time : 2009
● Download link : https://opendatalab.org.cn/CIFAR-100
Key words : general visual object recognition, one hundred categories
No.3 STL-10
● Publisher : Stanford University University of Michigan
● Release time : 2011
● Download link : https://opendatalab.org.cn/STL-10
Keyword : Widely used in the evaluation of unsupervised feature learning algorithms
No.4 PASCAL VOC2007
● Publisher : University of Oxford · Microsoft Cambridge Research · University of Leeds
● Release time : 2007
● Download link : https://opendatalab.org.cn/PASCAL_VOC2007
● Keyword : target detection
No.5 PASCAL VOC2012
● Publisher : University of Oxford · University of Leeds · Microsoft Cambridge Research
● Release time : 2012
● Download link : https://opendatalab.org.cn/PASCAL_VOC2012
● Keyword : target detection
No.6 ImageNet-P
● Publisher : University of California · Oregon State University
● Release time : 2019
● Download link : https://opendatalab.org.cn/ImageNet-P
Key words : Consists of noise, blur, weather and digital distortion
No.7 ImageNet-Sketch
● Publisher : Carnegie Mellon University
● Release time : 2019
● Download link : https://opendatalab.org.cn/ImageNet-Sketch
● Keywords : black and white line draft sketch
No.8 ObjectNet
● Publisher : Massachusetts Institute of Technology
● Release time : 2019
● Download link : https://opendatalab.org.cn/ObjectNet
Key words : unsupervised image classification
No.9 Open Images V4
● Publisher : Google Research
● Release time : 2020
● Download link : https://opendatalab.org.cn/Open_Images_V4
Key words : large-scale image classification dataset, single image multi-label annotation
No.10 ImageNet-21k
● Published by : Stanford University · Princeton University · University of North Carolina at Chapel Hill · Facebook · Shopagon
● Release time : 2021
● Download link : https://opendatalab.org.cn/ImageNet-21k
● Keywords : Universal Visual Object Recognition
No.11 ImageNet-O
● Published by : University of California, Berkeley, University of Washington, University of Chicago
● Release time : 2021
● Download link : https://opendatalab.org.cn/ImageNet-O
Keyword : Contains images from classes not in the ImageNet-1k dataset, used to test the robustness of visual models to out-of-distribution samples
No.12 DEIC Benchmark (Data-Efficient Image Classification Benchmark)
● Publisher : University of Rome · University of Jena
● Release time : 2021
● Download link : https://opendatalab.org.cn/DEIC_Benchmark
● Keywords : consists of 6 datasets covering multiple image fields and data types
No.13 OmniBenchmark
● Publisher : SenseTime Institute Nanyang Technological University Laboratory
● Release time : 2022
● Download link : https://opendatalab.org.cn/OmniBenchmark
Key words : general visual object recognition, covering most visual domains
No.14 Caltech-256
● Publisher : Caltech
● Release time : 2022
● Download link : https://opendatalab.org.cn/Caltech-256
● Keywords : image object recognition
No.15 CIFAR-10N (Real-World Human Annotations)
● Publisher : University of California · University of Sydney · RIKEN Research Center for Advanced Intelligence
● Release time : 2022
● Download link : https://opendatalab.org.cn/CIFAR-10N
Key words : general visual object recognition, adding real-world noise labels
No.16 CIFAR-100N (Real-World Human Annotations)
● Publisher : University of California · University of Sydney
● Release time : 2022
● Download link : https://opendatalab.org.cn/CIFAR-100N
Key words : general visual object recognition, adding real-world noise labels
2. Handwriting & Single Channel
No.17 MNIST
● Publisher : New York University·Google·Microsoft
● Release time : 1998
● Download link : https://opendatalab.org.cn/MNIST
● Keywords : handwritten digit recognition
No.18 Fashion-MNIST
● Publisher : Zalando Research
● Release time : 2017
● Download link : https://opendatalab.org.cn/Fashion-MNIST
● Keywords : clothing classification, ten categories
No.19 MultiMNIST
● Publisher : Google
● Release time : 2017
● Download link : https://opendatalab.org.cn/MultiMNIST
Key words : handwritten letter recognition, digital overlay, overlapping
No.20 EMNIST (Extended MNIST)
● Publisher : Western Sydney University
● Release time : 2017
● Download link : https://opendatalab.org.cn/EMNIST
Key words : handwritten letter recognition, fine-grained image classification
No.21 Kuzushiji-49
● Published by : ROIS-DS Center for Open Data in the Humanities Guildford Royal Grammar School National Institute of Japanese Literature Mila – Quebec Artifcial Intelligence Institute Google AI Research
● Release time : 2018
● Download link : https://opendatalab.org.cn/Kuzushiji-49
Key words : handwritten character recognition, Japanese kana
No.22 Kuzushiji-Kanji
● Published by : ROIS-DS Center for Open Data in the Humanities Guildford Royal Grammar School National Institute of Japanese Literature Mila – Quebec Artifcial Intelligence Institute Google AI Research
● Release time : 2018
● Download link : https://opendatalab.org.cn/Kuzushiji-Kanji
● Keywords : handwritten character recognition, Japanese Kanji cursive style
3. Fine-grained image recognition class
No.23 SUN Attribute
● Publisher : Hayes Laboratory
● Release time : 2011
● Download link : https://opendatalab.org.cn/SUN_Attribute
Key words : fine-grained scene recognition, advanced scene understanding
No.24 Oxford-IIIT Pet
● Publisher : Oxford University
● Release time : 2012
● Download link : https://opendatalab.org.cn/Oxford-IIIT_Pets
Key words : fine-grained image classification, image compression
No.25 FGVC Aircraft
● Published by : University of Oulu · TTI, Inc. · School Centrale · University of Oxford
● Release time : 2013
● Download link : https://opendatalab.org.cn/FGVC_Aircraft
Key words : fine-grained visual classification, aircraft image
No.26 DTD (Describable Textures Dataset)
● Published by : Oxford University·Toyota Technological Institute·Central Paris·Stony Brook University
● Release time : 2014
● Download link : https://opendatalab.org.cn/DTD
● Keyword : texture classification
No.27 CUB-200-2011
● Publisher : Allan Lab
● Release time : 2017
● Download link : https://opendatalab.org.cn/CUB-200-2011
Key words : fine-grained image classification, local area positioning, birds
4. Natural images and scenes
No.28 IP102
● Publisher : School of Computer Science, Nankai University Cardiff University
● Release time : 2019
● Download link : https://opendatalab.org.cn/IP102
● Keywords : natural images, natural long-tail publishing
No.29 Places365
● Publisher : Autonomous University of Madrid
● Release time : 2020
● Download link : https://opendatalab.org.cn/Places365
Key words : image classification, scene recognition
No.30 Imagenette
● Publisher : University of San Francisco
● Release time : 2020
● Download link : https://opendatalab.org.cn/Imagenette
Keywords : a subset of 10 easily classifiable categories in Imagenet (bench, english bouncer, tape player, chainsaw, church, French horn, garbage truck, gas station, golf ball, parachute )
No.31 AIDER
● Publisher : University of Cyprus
● Release time : 2020
● Download link : https://opendatalab.org.cn/AIDER
Key words : drone perspective, disaster events, aerial scene classification
No.32 DeepFish
● Published by : James Cook University · University of British Columbia · Element AI
● Release time : 2020
● Download link : https://opendatalab.org.cn/DeepFish
● Keywords : tropical marine environment, underwater fish monitoring
No.33 iNaturalist2021
● Published by : Cornell University Caltech Google University of Edinburgh
● Release time : 2021
● Download link : https://opendatalab.org.cn/iNaturalist2021
● Keywords : 10,000 types
5. Remote Sensing
No.34 EuroSAT
● Publisher : German Artificial Intelligence Research Center Kaiserslautern University of Technology
● Release time : 2019
● Download link : https://opendatalab.org.cn/EuroSAT
● Key words : land use and cover classification
No.35 BigEarthNet
● Publisher : Berlin Technical University · German Artificial Intelligence Research Center
● Release time : 2019
● Download link : https://opendatalab.org.cn/BigEarthNet
Key words : remote sensing scene classification
No.36 So2Sat LCZ42
● Publisher : Technical University of Munich
● Release time : 2019
● Download link : https://opendatalab.org.cn/So2Sat_LCZ42
Keyword : Consists of multispectral optical image data and corresponding local climate labels
No.37 MLRSNet
● Publisher : China University of Geosciences, Chongqing University of Posts and Telecommunications, Beijing Normal University, University of Athens
● Release time : 2020
● Download link : https://opendatalab.org.cn/MLRSNet
● Keywords : multi-label high spatial resolution remote sensing image
No.38 df2k_ost
● Publisher : Tencent·Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences·Chinese Academy of Sciences·University of Chinese Academy of Sciences·Shanghai Artificial Intelligence Laboratory
● Release time : 2021
● Download link : https://opendatalab.org.cn/df2k_ost
Key words : high-quality image super-resolution and restoration datasets
No.39 Million-AID
● Publisher : Wuhan University · Chinese Academy of Sciences · University of Twente · German Aerospace Center · Technical University of Munich
● Release time : 2021
● Download link : https://opendatalab.org.cn/Million-AID
Key words : remote sensing scene classification, large benchmark datasets
6. Medical and health
No.40 HErlev (HERlev Pap Smear Dataset)
● Publisher : Aegean University
● Release time : 2008
● Download link : https://opendatalab.org.cn/HERlev
● Key words : healthy and cancerous cell smears
No.41 BBBC041 (P. vivax (malaria) infected human blood smears)
● Publisher : Massachusetts Institute of Technology
● Release time : 2012
● Download link : https://opendatalab.org.cn/BBBC041
● Key words : Plasmodium infection, human blood smear
No.42 Chest-X-Ray8 (COVID-19)
● Published by : Medical Park Hospital·University of Philat·University of Bristol·Munzoul University·Ngee Ann Polytechnic·Asia University·Kumamoto University
● Release time : 2020
● Download link : https://opendatalab.org.cn/Chest-Xray8
Key words : Chest X-ray, COVID-19, pneumonia
7. Science Education
No.43 PlantVillage
● Publisher : Anna University
● Release time : 2019
● Download link : https://opendatalab.org.cn/PlantVillage
● Keywords : plant leaves
No.44 PlantDoc
● Published by : Indian Institute of Technology Gandhinagar
● Release time : 2019
● Download link : https://opendatalab.org.cn/PlantDoc
● Keywords : plant disease detection
No.45 AI2D (AI2 Diagrams)
● Publisher : Allen Institute for Artificial Intelligence
● Release time : 2016
● Download link : https://opendatalab.org.cn/AI2D
● Keywords : primary school science diagrams, graphic quizzes
No.46 ANIMAL (ANIMAL-10N)
● Publisher : Korea Advanced Institute of Science and Technology
● Release time : 2019
● Download link : https://opendatalab.org.cn/ANIMAL
● Keywords : 5 pairs of similar animals
No.47 FruitsAndVegetables
● Publisher : Unknown
● Release time : 2022
● Download link : https://opendatalab.org.cn/FruitsAndVegetables
● Keywords : identification of common fruits and vegetables
8. Arts
No.48 iCartoonFace
● Publisher : iQIYI · State Key Laboratory of Virtual Reality Technology and System, Beihang University
● Release time : 2020
● Download link : https://opendatalab.org.cn/iCartoonFace
● Keywords : large-scale data set of cartoon face detection with various styles
No.49 Kao Kore
● Publisher : Google AI Research University of Cambridge National Institute of Informatics
● Release time : 2020
● Download link : https://opendatalab.org.cn/KaoKore
Key words : faces extracted from modern Japanese artwork
No.50 MAMe (Museum Art Medium dataset)
● Published by : Barcelona Supercomputing Center · University of Barcelona · Polytechnic University of Catalonia
● Release time : 2020
● Download link : https://opendatalab.org.cn/MAMe
Key words : significant high-resolution and variable shape properties, museum artwork materials and processes
No.51 ArtDL
● Publisher : Politecnico di Milano
● Release time : 2021
● Download link : https://opendatalab.org.cn/ArtDL
● Keywords : pictorial images, mostly from the Renaissance period
9. Food
No.52 Food-101
● Publisher : ETH Zurich · Catholic University of Leuven
● Release time : 2014
● Download link : https://opendatalab.org.cn/Food-101
● Keywords : 101 types of food
No.53 ECUSTFD (ECUST Food Dataset)
● Publisher : East China University of Science and Technology
● Release time : 2017
● Download link : https://opendatalab.org.cn/ECUSTFD
● Keywords : food image for coin and plate calibration, food calorie calculation
No.54 ChineseFoodNet
● Publisher : Midea Emerging Technology Center Midea Artificial Intelligence Research Institute
● Release time : 2017
● Download link : https://opendatalab.org.cn/ChineseFoodNet
● Keywords : food recognition, Chinese food recipes/food pictures, cross-modal information retrieval
No.55 THFOOD-50 (Thai Food 50 Image Classification)
● Publisher : Naresuan University
● Release time : 2018
● Download link : https://opendatalab.org.cn/THFOOD-50
● Keywords : 50 kinds of Thai food images, mobile phone recognition
No.56 KenyanFood13
● Publisher : Naresuan University
● Release time : 2018
● Download link : https://opendatalab.org.cn/KenyanFood13
● Keywords : Kenyan food images
No.57 MyFood Dataset
● Publisher : Federal University of Rural Pernambuco
● Release time : 2020
● Download link : https://opendatalab.org.cn/MyFood_Dataset
● Keywords : Brazilian food images
10. Life Scenes
No.58 SVHN
● Publisher : Stanford University
● Release time : 2011
● Download link : https://opendatalab.org.cn/SVHN
● Keywords : optical character recognition, street view house number
No.59 Clothing1M
● Publisher : The Chinese University of Hong Kong·Baidu
● Release time : 2015
● Download link : https://opendatalab.org.cn/Clothing1M
● Keywords : 14 categories of clothing images collected by online shopping sites
No.60 Stanford Online Products
● Publisher : Stanford University MIT
● Release time : 2016
● Download link : https://opendatalab.org.cn/Stanford_online_Products
● Keywords : 22634 categories, 120053 pictures of products sold online
No.61 Grocery Store
● Publisher : KTH Royal Institute of Technology·Microsoft Research
● Release time : 2019
● Download link : https://opendatalab.org.cn/Grocery_Store
● Keywords : natural images of grocery stores, mobile phone photography
No.62 ARC-100
● Publisher : Lahore University of Engineering and Technology
● Release time : 2021
● Download link : https://opendatalab.org.cn/ARC-100
● Keywords : 100 common retail items in Pakistan, automatic retail checkout
No.63 FoodLogoDet-1500
● Publisher : Shandong Normal University · Chinese Academy of Sciences
● Release time : 2021
● Download link : https://opendatalab.org.cn/FoodLogoDet-1500
● Keywords : Large Food Trademark Dataset
No.64 Icon645
● Publisher : University of California, Los Angeles · Sun Yat-Sen University · East China Normal University · Columbia University
● Release time : 2022
● Download link : https://opendatalab.org.cn/Icon645
● Keywords : Large-Scale Icon Image Dataset
The above is this sharing, for more exciting dry goods of datasets, welcome to visit the official website of OpenDataLab: https://opendatalab.org.cn/ . If there is anything else you want to see, come and tell the little assistant.
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