Image classification and segmentation data set

Students who need it can contact them via private message. It is recommended to pay attention to the subscription account platform in the lower right corner of the above picture to download it.

Attribute recognition class

• kaggle competition chest X-ray data set (patients aged 1 to 5 years old from Guangzhou Women and Children's Medical Center)

  Data link:

  https://pan.baidu.com/s/1V3ORQzgOIButoZFV1m1I9Q

  Extraction code: 2021

• [The only one in the entire network] Bald Classification Dataset (contains 200,000 bald heads, which can be used for bald classification and detection)

  Data link:

  https://pan.baidu.com/s/1H---tHm5jh4W3ESiRJghmQ

  Extraction code: 2021

• MNIST handwriting data set

  Data link:

  http://yann.lecun.com/exdb/mnist/index.html

• Fruit classification data set of Baidu EasyDL platform

  Data link:

  https://pan.baidu.com/s/11SstydxQNXNNq9tk9kuyfg

  Extraction code: vvci

• Imagenet image classification data set (more than 14 million images, covering more than 20,000 categories)

  Data link:

  http://www.image-net.org/about-stats

• CIFAR-10 image classification dataset

  Data link:

  http://www.cs.toronto.edu/~kriz/cifar.html

• Open Image image classification data set (a data set of 9 million image URLs, divided into more than 6,000 categories, containing more real entities than ImageNet)

  Data link:

  https://github.com/openimages/dataset

• PASCAL VOC Challenge Object Classification and Recognition Dataset (20 directories, good image quality)

  Data link:

  http://host.robots.ox.ac.uk/pascal/VOC/voc2012/index.html

• CALVIN Research Group Dataset - eye tracking object detection, imagenet bounding boxes, synchronized activities, stickman and body poses, youtube objects, faces, horses, toys, visual attributes, etc.)

  Data link:

  http://calvin-vision.net/datasets/

• Large CelebFaces attribute dataset (face dataset)

  Data link:

  http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html

• LFW-10 facial image dataset for learning relative attributes 

  Data link:

  http://cvit.iiit.ac.in/projects/relativeParts/

• HAT portrait recognition database (including 27 human image attributes)

  Data link:

  https://jurie.users.greyc.fr/datasets/hat.html

• WIDER Human Attributes Dataset

  Data link:

  http://mmlab.ie.cuhk.edu.hk/projects/WIDERAttribute.html 

• Caltech-UCSD Birds 200-2011 Dataset

  Data link:

  http://www.vision.caltech.edu/visipedia/CUB-200-2011.html

• Goldfinch: GOOGLe Image Search Dataset (Fine Particle Dataset - Fine large-scale data set for bird (11K species), butterfly (14K species), airplane (409 species) and dog (515 species) recognition)

  Data link:

  https://github.com/google/goldfinch

• Sports-1M - Sports video classification data set (contains 487 categories and 1.2M videos)

  Data link:

  https://cs.stanford.edu/people/karpathy/deepvideo/

Medical imaging

1. Diabetic retinopathy classification data set (multi-instance learning feature space)

   Data link:

   https://github.com/ragavvenkatesan/np-mil/blob/master/data/DR_data.mat

2. Aberystwyth Leaf Evaluation Dataset (hand-labeled plant leaf-level segmentation images over a period of time)

   Data link:

   https://zenodo.org/record/168158#.Xrue03Y-ZhE

3. Spine CT image data set (for spine localization)

   Data link:

   http://spineweb.digitalimaginggroup.ca/spineweb/index.php?n=Main.Datasets

4. Magnetic resonance tumor structure image database (tumor structure identification and segmentation)

   Data link:

   http://braintumorsegmentation.org/

5. CREMI: MICCAI 2016 Challenge Image Dataset (6 volumes of neural tissue electron microscopy, neuron and synapse segmentation, synaptic partner annotation)

   Data link:

   https://cremi.org/data/

6. CRCHisto Phenotype - Labeled Nucleus Data (colorectal cancer histology image, consisting of nearly 30,000 punctate nuclei, over 22,000 labeled cell types)

   Data link:

   https://warwick.ac.uk/fac/sci/dcs/research/tia/data/crchistolabelednucleihe/

7. Computed Tomography Emphysema Database

   Data link:

   https://lauge-soerensen.github.io/emphysema-database/

8. DIADEM Image Database (Digital Reconstruction of Axonal and Dendritic Morphology Competition)

   Data link:

   http://diademchallenge.org/

9. DIARETDB1 image database (standard diabetic retinopathy database)

   Data link:

   http://www2.it.lut.fi/project/imageret/diaretdb1/

10. Utrecht University Retina Image Dataset (digital retinal images for blood vessel extraction)

    Data link:

    https://drive.grand-challenge.org/

11. KID endoscopic image dataset (capsule endoscopy database for medical decision support)

    Data link:

    https://mdss.uth.gr/datasets/endoscopy/kid/

12. Plant Leaf Segmentation Challenge CVPPP (Tobacco and Arabidopsis Plant Images)

    Data link:

    https://www.plant-phenotyping.org/CVPPP2014-dataset

13. Masaryk University Cell Image Dataset (cells/tissues of 2D/3D composite images as benchmark)

    Data link:

    https://cbia.fi.muni.cz/datasets/

14. Mouse embryo tracking database (detection of cell division events)

    Data link:

    http://celltracking.bio.nyu.edu/

15. Plant Phenotyping Dataset (suitable for plant and leaf detection, segmentation, tracking and species identification)

    Data link:

    https://www.plant-phenotyping.org/datasets-home

16. University of Groningen Retina Image Dataset (live flow of blood vessel bifurcations and crossings)

    Data link:

    http://www.cs.rug.nl/~imaging/databases/retina_database/retinalfeatures_database.html

17. Retinal Structural Analysis Image Dataset (400+ retinal images with ground truth segmentation and medical annotation)

    Data link:

    http://cecas.clemson.edu/~ahoover/stare/

18. Spine and Cardiac Imaging Dataset (London Ontario Digital Imaging Group)

    Data link:

    http://www.digitalimaginggroup.ca/members/shuo.php

19. Synthetic migrating cell image dataset (over 98 time frames of artificial migrating cells - neutrophils, various levels of Gaussian/Poisson noise and different path characteristics vs. ground truth)

    Data link:

    https://github.com/phagosight/phagosight/wiki

20. VascuSynth Vascular Image Dataset (Vascular synthesizer produces vessels in a 3D volume, 3D vessel tree with ground truth structure)

    Data link:

    http://vascusynth.cs.sfu.ca/Data.html

21. York cardiac MRI dataset

    Data link:

    http://www.cse.yorku.ca/~mridataset/

22. Stanford University’s Large New Cardiac Exercise Video Dataset

    Data link:

    https://echonet.github.io/dynamic/index.html#access

23. Autism brain imaging control dataset (functional MRI images of 539 ASD patients and 573 typical control patients)

    Data link:

    http://preprocessed-connectomes-project.org/abide/

24. Alzheimer's Disease Neuroimaging Initiative (ADNI) MRI Database

    Data link:

    http://adni.loni.usc.edu/data-samples/access-data/

25. CT colonography image data set of colon cancer (used for diagnosing colon cancer, including patient data without polyps, 6-9mm polyps, and larger than 10mm polyps)

    Data link:

    https://wiki.cancerimagingarchive.net/display/Public/CT+COLONOGRAPHY#dc149b9170f54aa29e88f1119e25ba3e

26. Lung Image Database Consortium (LIDC)

    Data link:

    https://wiki.cancerimagingarchive.net/display/Public/LIDC-IDRI#

27. Mammography screening digital database DDSM

    Data link:

    http://www.eng.usf.edu/cvprg/

28. Prostate Cancer Magnetic Resonance Imaging MSI Image Dataset

    Data link:

    http://i2cvb.github.io/

Object recognition class

data set	describe	Download link
Caltech101 (now 256) category object recognition database	Li Feifei	http://www.vision.caltech.edu/Image_Datasets/Caltech101/Caltech101.html
Catania fish species identification	15 fish species, ~20,000 sample training images and additional test images	http://perceive.dieei.unict.it/index-dataset.php?name=Fish_Species
LISA traffic sign data set	Video of 47 US flag types on 6610 frames, 7855 annotations	http://cvrr.ucsd.edu/LISA/lisa-traffic-sign-dataset.html
Microsoft Object Class Recognition Image Database	—	https://www.microsoft.com/en-us/research/project/image-understanding/
NORB 50 toy image database	—	https://cs.nyu.edu/~ylclab/data/norb-v1.0-small/
PASCAL 2012 Challenge Image Database	Category classification, detection and segmentation and static image action classification	http://host.robots.ox.ac.uk/pascal/VOC/
Raindrop detection data set	Improved raindrop detection using combined shape and saliency descriptors with scene background isolation	https://collections.durham.ac.uk/catalog?utf8=%E2%9C%93&q=breckon
UIUC automotive image database	—	https://cogcomp.seas.upenn.edu/Data/Car/

city ​​dataset

data set	describe	Download link
CMP facade database	Includes 606 corrected facade images	http://cmp.felk.cvut.cz/~tylecr1/facade/
LM+SUN dataset	Contains 45,676 images, mostly urban or human-related scenes	http://www.cs.unc.edu/~jtighe/Papers/ECCV10/lmsun/index.html
Barcelona Cityscape Dataset	—	http://www.cs.unc.edu/~jtighe/Papers/ECCV10/
Sydney house image dataset	Street View house images with accurate 3D house shapes	http://www.cs.toronto.edu/housecraft/
Swedish highway and urban road image dataset	—	http://www.cvl.isy.liu.se/en/research/datasets/traffic-signs-dataset/
MIT CBCL StreetScenes Challenge Framework	—	http://cbcl.mit.edu/software-datasets/streetscenes/

Face/Eye/Iris

data set	describe	Download link
Open source mask occlusion face data set RMFD	Wuhan University	https://github.com/X-zhangyang/Real-World-Masked-Face-Dataset
Binghamton University 3D static and dynamic facial expression database	3D facial expressions	http://www.cs.binghamton.edu/~lijun/Research/3DFE/3DFE_Analysis.html
Biometric data set	Biometric database related to iris recognition	http://zbum.ia.pw.edu.pl/EN/node/46
Columbia University Gaze Face Image Dataset	5,880 images of 56 people in over 5 head poses and 21 gaze directions	https://www.cs.columbia.edu/CAVE/databases/columbia_gaze/
FaceScrub dataset	A collection of over 100,000 face images of 530 people (male and female 1:1)	http://vintage.winklerbros.net/facescrub.html
Facial Recognition Technology (FERET) Database	National Institute of Standards and Technology	https://www.nist.gov/itl
MIT CBCL facial recognition database	Biology and Computing Learning Center	http://cbcl.mit.edu/software-datasets/heisele/facerecognition-database.html
PubFig face image database	Public face database	https://www1.cs.columbia.edu/CAVE/databases/pubfig/
Yale University Face Database	576 people viewing conditions	https://www.face-rec.org/databases/
YouTube Faces DB dataset	3,425 videos, 1,595 different people	http://www.cs.tau.ac.il/~wolf/ytfaces/
Wideface: a face detection benchmark dataset	32203 images with 393703 stickers	http://shuoyang1213.me/WIDERFACE/

Fingerprint

data set	describe	Download link
FVC Fingerprint Verification Competition 2002 Dataset	University of Bologna	http://bias.csr.unibo.it/fvc2002/databases.asp
FVC Fingerprint Verification Competition 2004 Dataset	University of Bologna	http://bias.csr.unibo.it/fvc2004/databases.asp
Fingerprint Manual Minutiae Marking (FM3) Database	—	http://www.ekds.gov.tr/bio/databases.html
NIST fingerprint database	National Institute of Standards and Technology	https://www.nist.gov/srd

Texture segmentation class

data set	describe	Download link
MBT texture dataset	154 new images plus 112 original images with various transformations	http://multibandtexture.recherche.usherbrooke.ca/
District of Columbia and Utrecht University Texture Database	Reflection and texture image data	https://www1.cs.columbia.edu/CAVE/software/curet/index.php
DynTex：动态纹理数据库	—	http://dyntex.univ-lr.fr/database.html
OpenSurfaces纹理数据集	由数以万计的内部消费者照片分割的曲面示例组成，并用材质参数，纹理信息和上下文信息进行注释	http://opensurfaces.cs.cornell.edu/publications/opensurfaces/
奥卢纹理数据库	奥卢大学	http://www.outex.oulu.fi/
可描述的纹理数据集	牛津大学、5640个图像	http://www.robots.ox.ac.uk/~vgg/data/dtd/
纹理分割数据生成器和基准测试	布拉格大学	https://mosaic.utia.cas.cz/
萨尔斯堡纹理图像数据库（STex）	奥地利萨尔斯堡附近捕获的大量476色纹理图像	http://wavelab.at/sources/STex/
表面和材料的乌普萨拉纹理数据集	织物，谷物等表面纹理	http://www.cb.uu.se/~gustaf/texture/
MIT视觉纹理数据集	—	https://vismod.media.mit.edu/vismod/imagery/VisionTexture/vistex.html