常用图像数据集大全（分类，跟踪，分割，检测等）

常用图像数据集大全（分类，跟踪，分割，检测等）

1.搜狗实验室数据集：

http://www.sogou.com/labs/dl/p.html

互联网图片库来自sogou图片搜索所索引的部分数据。其中收集了包括人物、动物、建筑、机械、风景、运动等类别，总数高达2,836,535张图片。对于每张图片，数据集中给出了图片的原图、缩略图、所在网页以及所在网页中的相关文本。200多G

2

http://www.imageclef.org/

IMAGECLEF致力于位图片相关领域提供一个基准（检索、分类、标注等等） Cross Language Evaluation Forum (CLEF) 。从2003年开始每年举行一次比赛.

http://staff.science.uva.nl/~xirong/index.php?n=Main.Dataset

3

Xiaorong Li 维护的数据集。PhD ,Intelligent Systems Lab Amsterdam.research on video and image retrieval.

 
Flickr-3.5M:
A collection of 3.5 million social-tagged images.
 

Social20:
A ground-truth set for tag-based social image retrieval.
 

Biconcepts2012test:
A ground-truth set for retrieving bi-concepts (concept pairs) in unlabeled images.
 

neg4free:
A set of negative examples automatically harvested from social-tagged images for 20 PASCAL VOC concepts.

4

wikipedia featured articles 函数图片（以及特征）以及对应的wiki文本。可以看看文章A New Approach to Cross-Modal Multimedia Retrieval，还有一批文章On the Role of Correlation and Abstraction in Cross-Modal Multimedia Retrieval不过还没有下载链接

http://www.svcl.ucsd.edu/projects/crossmodal/

 

 

5

http://lms.comp.nus.edu.sg/research/NUS-WIDE.htm

To our knowledge, this is the largest real-world web image dataset comprising over 269,000 images with over 5,000 user-provided tags, and ground-truth of 81 concepts for the entire dataset. The dataset
is much larger than the popularly available Corel and Caltech 101 datasets. Though some datasets comprise over 3 million images, they only have ground-truth for a small fraction of images. Our proposed NUS-WIDE dataset has the ground-truth for the entire dataset.

6.

http://www.cs.washington.edu/research/imagedatabase/

7.

http://lear.inrialpes.fr/~jegou/data.php

Jegou的数据集，不过Jegou是专门做CBIR的，图像有ground truth，没有标注。

8.

http://www.robots.ox.ac.uk/~vgg/data/oxbuildings/

vgg的osford building dataset。也是专门CBIR的数据。

9.

http://acmmm13.org/submissions/call-for-multimedia-grand-challenge-solutions/msr-bing-grand-challenge-on-image-retrieval-scientific-track/

The dataset for the Microsoft Image Grand Challenge on Image Retrieval 

 

另外介绍cvpaper上的整理的数据集

http://www.cvpapers.com/index.html

 

Participate in Reproducible Research

Detection

PASCAL VOC 2009 datasetClassification/Detection Competitions, Segmentation Competition, Person Layout Taster Competition datasetsLabelMe datasetLabelMe is a web-based image annotation tool that allows researchers to label images and share the annotations with the rest of the community. If you use the database, we only ask that you contribute
to it, from time to time, by using the labeling tool.BioID Face Detection Database1521 images with human faces, recorded under natural conditions, i.e. varying illumination and complex background. The eye positions have been set manually.CMU/VASC & PIE Face datasetYale Face datasetCaltechCars, Motorcycles, Airplanes, Faces, Leaves, BackgroundsCaltech 101Pictures of objects belonging to 101 categoriesCaltech 256Pictures of objects belonging to 256 categoriesDaimler Pedestrian Detection
Benchmark15,560 pedestrian and non-pedestrian samples (image cut-outs) and 6744 additional full images not containing pedestrians for bootstrapping. The test set contains more than 21,790 images with 56,492
pedestrian labels (fully visible or partially occluded), captured from a vehicle in urban traffic.MIT Pedestrian datasetCVC Pedestrian DatasetsCVC Pedestrian DatasetsCBCL Pedestrian DatabaseMIT Face datasetCBCL Face DatabaseMIT Car datasetCBCL Car DatabaseMIT Street datasetCBCL Street DatabaseINRIA Person Data SetA large set of marked up images of standing or walking peopleINRIA car datasetA set of car and non-car images taken in a parking lot nearby INRIAINRIA horse datasetA set of horse and non-horse imagesH3D Dataset3D skeletons and segmented regions for 1000 people in imagesHRI RoadTraffic datasetA large-scale vehicle detection datasetBelgaLogos10000 images of natural scenes, with 37 different logos, and 2695 logos instances, annotated with a bounding box.FlickrBelgaLogos10000 images of natural scenes grabbed on Flickr, with 2695 logos instances cut and pasted from the BelgaLogos dataset.FlickrLogos-32The dataset FlickrLogos-32 contains photos depicting logos and is meant for the evaluation of multi-class logo detection/recognition as well as logo retrieval methods on real-world images. It consists
of 8240 images downloaded from Flickr.TME Motorway Dataset30000+ frames with vehicle rear annotation and classification (car and trucks) on motorway/highway sequences. Annotation semi-automatically generated using laser-scanner data. Distance estimation
and consistent target ID over time available.PHOS (Color Image Database for illumination invariant
feature selection)Phos is a color image database of 15 scenes captured under different illumination conditions. More particularly, every scene of the database contains 15 different images: 9 images captured under
various strengths of uniform illumination, and 6 images under different degrees of non-uniform illumination. The images contain objects of different shape, color and texture and can be used for illumination invariant feature detection and selection.CaliforniaND: An Annotated Dataset For Near-Duplicate
Detection In Personal Photo CollectionsCalifornia-ND contains 701 photos taken directly from a real user's personal photo collection, including many challenging non-identical near-duplicate cases, without the use of artificial image
transformations. The dataset is annotated by 10 different subjects, including the photographer, regarding near duplicates.

Classification

PASCAL VOC 2009 datasetClassification/Detection Competitions, Segmentation Competition, Person Layout Taster Competition datasetsCaltechCars, Motorcycles, Airplanes, Faces, Leaves, BackgroundsCaltech 101Pictures of objects belonging to 101 categoriesCaltech 256Pictures of objects belonging to 256 categoriesETHZ Shape ClassesA dataset for testing object class detection algorithms. It contains 255 test images and features five diverse shape-based classes (apple logos, bottles, giraffes, mugs, and swans).Flower classification data sets17 Flower Category DatasetAnimals with attributesA dataset for Attribute Based Classification. It consists of 30475 images of 50 animals classes with six pre-extracted feature representations for each image.Stanford Dogs DatasetDataset of 20,580 images of 120 dog breeds with bounding-box annotation, for fine-grained image categorization.

Recognition

Face and Gesture Recognition Working Group FGnetFace and Gesture Recognition Working Group FGnetFeretFace and Gesture Recognition Working Group FGnetPUT face9971 images of 100 peopleLabeled Faces in the WildA database of face photographs designed for studying the problem of unconstrained face recognitionUrban scene recognitionTraffic Lights Recognition, Lara's public benchmarks.PubFig: Public Figures Face DatabaseThe PubFig database is a large, real-world face dataset consisting of 58,797 images of 200 people collected from the internet. Unlike most other existing face datasets, these images are taken in
completely uncontrolled situations with non-cooperative subjects.YouTube FacesThe data set contains 3,425 videos of 1,595 different people. The shortest clip duration is 48 frames, the longest clip is 6,070 frames, and the average length of a video clip is 181.3 frames.MSRC-12: Kinect gesture data setThe Microsoft Research Cambridge-12 Kinect gesture data set consists of sequences of human movements, represented as body-part locations, and the associated gesture to be recognized by the system.QMUL underGround Re-IDentification
(GRID) DatasetThis dataset contains 250 pedestrian image pairs + 775 additional images captured in a busy underground station for the research on person re-identification.Person
identification in TV seriesFace tracks, features and shot boundaries from our latest CVPR 2013 paper. It is obtained from 6 episodes of Buffy the Vampire Slayer and 6 episodes of Big Bang Theory.ChokePoint DatasetChokePoint is a video dataset designed for experiments in person identification/verification under real-world surveillance conditions. The dataset consists of 25 subjects (19 male and 6 female)
in portal 1 and 29 subjects (23 male and 6 female) in portal 2.

Tracking

BIWI Walking Pedestrians datasetWalking pedestrians in busy scenarios from a bird eye view"Central" Pedestrian Crossing SequencesThree pedestrian crossing sequencesPedestrian Mobile Scene AnalysisThe set was recorded in Zurich, using a pair of cameras mounted on a mobile platform. It contains 12'298 annotated pedestrians in roughly 2'000 frames.Head trackingBMP image sequences.KIT AIS DatasetData sets for tracking vehicles and people in
aerial image sequences.MIT Traffic Data SetMIT traffic data set is for research on activity analysis and crowded scenes. It includes a traffic video sequence of 90 minutes long. It is recorded by a stationary camera.

Segmentation

Image
Segmentation with A Bounding Box Prior datasetGround truth database of 50 images with: Data, Segmentation, Labelling - Lasso, Labelling - RectanglePASCAL VOC 2009 datasetClassification/Detection Competitions, Segmentation Competition, Person Layout Taster Competition datasetsMotion Segmentation and OBJCUT dataCows for object segmentation, Five video sequences for motion segmentationGeometric Context DatasetGeometric Context Dataset: pixel labels for seven geometric classes for 300 imagesCrowd Segmentation
DatasetThis dataset contains videos of crowds and other high density moving objects. The videos are collected mainly from the BBC Motion Gallery and Getty Images website. The videos are shared only for
the research purposes. Please consult the terms and conditions of use of these videos from the respective websites.CMU-Cornell iCoseg DatasetContains hand-labelled pixel annotations for 38 groups of images, each group containing a common foreground. Approximately 17 images per group, 643 images total.Segmentation evaluation database200 gray level images along with ground truth segmentationsThe Berkeley Segmentation Dataset
and BenchmarkImage segmentation and boundary detection. Grayscale and color segmentations for 300 images, the images are divided into a training set of 200 images, and a test set of 100 images.Weizmann horses328 side-view color images of horses that were manually segmented. The images were randomly collected from the WWW.Saliency-based video segmentation with sequentially
updated priors10 videos as inputs, and segmented image sequences as ground-truth

Foreground/Background

Wallflower DatasetFor evaluating background modelling algorithmsForeground/Background Microsoft Cambridge
DatasetForeground/Background segmentation and Stereo dataset from Microsoft CambridgeStuttgart
Artificial Background Subtraction DatasetThe SABS (Stuttgart Artificial Background Subtraction) dataset is an artificial dataset for pixel-wise evaluation of background models.

Saliency Detection (source)

AIM120 Images / 20 Observers (Neil D. B. Bruce and John K. Tsotsos 2005).LeMeur27 Images / 40 Observers (O. Le Meur, P. Le Callet, D. Barba and D. Thoreau 2006).Kootstra100 Images / 31 Observers (Kootstra, G., Nederveen, A. and de Boer, B. 2008).DOVES101 Images / 29 Observers (van der Linde, I., Rajashekar, U., Bovik, A.C., Cormack, L.K. 2009).Ehinger912 Images / 14 Observers (Krista A. Ehinger, Barbara Hidalgo-Sotelo, Antonio Torralba and Aude Oliva 2009).NUSEF758 Images / 75 Observers (R. Subramanian, H. Katti, N. Sebe1, M. Kankanhalli and T-S. Chua 2010).JianLi235 Images / 19 Observers (Jian Li, Martin D. Levine, Xiangjing An and Hangen He 2011).Extended Complex Scene Saliency Dataset
(ECSSD)ECSSD contains 1000 natural images with complex foreground or background. For each image, the ground truth mask of salient object(s) is provided.

Video Surveillance

CAVIARFor the CAVIAR project a number of video clips were recorded acting out the different scenarios of interest. These include people walking alone, meeting with others, window shopping, entering and
exitting shops, fighting and passing out and last, but not least, leaving a package in a public place.ViSORViSOR contains a large set of multimedia data and the corresponding annotations.

Multiview

3D Photography DatasetMultiview stereo data sets: a set of imagesMulti-view Visual Geometry group's data setDinosaur, Model House, Corridor, Aerial views, Valbonne Church, Raglan Castle, Kapel sequenceOxford reconstruction data set (building reconstruction)Oxford collegesMulti-View Stereo dataset (Vision Middlebury)Temple, DinoMulti-View Stereo for Community Photo CollectionsVenus de Milo, Duomo in Pisa, Notre Dame de ParisIS-3D DataDataset provided by Center for Machine PerceptionCVLab datasetCVLab dense multi-view stereo image database3D Objects on TurntableObjects viewed from 144 calibrated viewpoints under 3 different lighting conditionsObject Recognition
in Probabilistic 3D ScenesImages from 19 sites collected from a helicopter flying around Providence, RI. USA. The imagery contains approximately a full circle around each site.Multiple cameras fall dataset24 scenarios recorded with 8 IP video cameras. The first 22 first scenarios contain a fall and confounding events, the last 2 ones contain only confounding events.

Action

UCF Sports Action DatasetThis dataset consists of a set of actions collected from various sports which are typically featured on broadcast television channels such as the BBC and ESPN. The video sequences were obtained
from a wide range of stock footage websites including BBC Motion gallery, and GettyImages.UCF Aerial Action DatasetThis dataset features video sequences that were obtained using a R/C-controlled blimp equipped with an HD camera mounted on a gimbal.The collection represents a diverse pool of actions featured
at different heights and aerial viewpoints. Multiple instances of each action were recorded at different flying altitudes which ranged from 400-450 feet and were performed by different actors.UCF YouTube Action DatasetIt contains 11 action categories collected from YouTube.Weizmann action recognitionWalk, Run, Jump, Gallop sideways, Bend, One-hand wave, Two-hands wave, Jump in place, Jumping Jack, Skip.UCF50UCF50 is an action recognition dataset with 50 action categories, consisting of realistic videos taken from YouTube.ASLANThe Action Similarity Labeling (ASLAN) Challenge.MSR Action Recognition
DatasetsThe dataset was captured by a Kinect device. There are 12 dynamic American Sign Language (ASL) gestures, and 10 people. Each person performs each gesture 2-3 times.KTH Recognition of human actionsContains six types of human actions (walking, jogging, running, boxing, hand waving and hand clapping) performed several times by 25 subjects in four different scenarios: outdoors, outdoors with
scale variation, outdoors with different clothes and indoors.Hollywood-2 Human Actions and Scenes datasetHollywood-2 datset contains 12 classes of human actions and 10 classes of scenes distributed over 3669 video clips and approximately 20.1 hours of video in total.Collective Activity DatasetThis dataset contains 5 different collective activities : crossing, walking, waiting, talking, and queueing and 44 short video sequences some of which were recorded by consumer hand-held digital
camera with varying view point.Olympic Sports DatasetThe Olympic Sports Dataset contains YouTube videos of athletes practicing different sports.SDHA 2010Surveillance-type videosVIRAT Video DatasetThe dataset is designed to be realistic, natural and challenging for video surveillance domains in terms of its resolution, background clutter, diversity in scenes, and human activity/event categories
than existing action recognition datasets.HMDB: A Large Video Database for Human Motion RecognitionCollected from various sources, mostly from movies, and a small proportion from public databases, YouTube and Google videos. The dataset contains 6849 clips divided into 51 action categories, each
containing a minimum of 101 clips.Stanford 40 Actions DatasetDataset of 9,532 images of humans performing 40 different actions, annotated with bounding-boxes.50Salads datasetFully annotated dataset of RGB-D video data and data from accelerometers attached to kitchen objects capturing 25 people preparing two mixed salads each (4.5h of annotated data). Annotated activities
correspond to steps in the recipe and include phase (pre-/ core-/ post) and the ingredient acted upon.

Human pose/Expression

AFEW (Acted Facial Expressions In The Wild)/SFEW (Static Facial Expressions
In The Wild)Dynamic temporal facial expressions data corpus consisting of close to real world environment extracted from movies.ETHZ CALVIN Dataset

Image stitching

IPM Vision Group Image Stitching datasetsImages and parameters for registeration

Medical

VIP Laparoscopic / Endoscopic DatasetCollection of endoscopic and laparoscopic (mono/stereo) videos and images

Misc

Zurich Buildings DatabaseZuBuD Image Database contains over 1005 images about Zurich city building.Color Name Data SetsMall datasetThe mall dataset was collected from a publicly accessible webcam for crowd counting and activity profiling research.QMUL Junction DatasetA busy traffic dataset for research on activity analysis and behaviour understanding.
 

CVOnline的数据集

http://homepages.inf.ed.ac.uk/rbf/CVonline/CVentry.htm

 

Index by Topic

Action
Databases
Biological/Medical
Face
Databases
Fingerprints
General
Images
Gesture
Databases
Image,
Video and Shape Database Retrieval
Object
Databases
People,
Pedestrian, Eye/Iris, Template Detection/Tracking Databases
Segmentation
Surveillance
Textures
General
Videos
Other
Collection Pages
Miscellaneous
Topics

Action
Databases

50
Salads - fully annotated 4.5 hour dataset of RGB-D video + accelerometer data, capturing 25 people preparing two mixed salads each (Dundee University, Sebastian Stein)
ASLAN Action
similarity labeling challenge database (Orit Kliper-Gross)
Berkeley MHAD: A Comprehensive
Multimodal Human Action Database (Ferda Ofli)
BEHAVE
Interacting Person Video Data with markup (Scott Blunsden, Bob Fisher, Aroosha Laghaee)
CVBASE06: annotated
sports videos (Janez Pers)
G3D - synchronised video, depth
and skeleton data for 20 gaming actions captured with Microsoft Kinect (Victoria Bloom)
Hollywood
3D - 650 3D action recognition in the wild videos, 14 action classes (Simon Hadfield)
Human Actions and Scenes
Dataset (Marcin Marszalek, Ivan Laptev, Cordelia Schmid)
HumanEva: Synchronized Video
and Motion Capture Dataset for Evaluation of Articulated Human Motion (Brown University)
i3DPost Multi-View Human
Action Datasets (Hansung Kim)
i-LIDS
video event image dataset (Imagery library for intelligent detection systems) (Paul Hosner)
INRIA Xmas Motion
Acquisition Sequences (IXMAS) (INRIA)
JPL First-Person
Interaction dataset - 7 types of human activity videos taken from a first-person viewpoint (Michael S. Ryoo, JPL)
KTH human action recognition database (KTH
CVAP lab)
LIRIS human activities
dataset - 2 cameras, annotated, depth images (Christian Wolf, et al)
MuHAVi - Multicamera Human
Action Video Data (Hossein Ragheb)
Oxford
TV based human interactions (Oxford Visual Geometry Group)
Rochester Activities of
Daily Living Dataset (Ross Messing)
SDHA Semantic
Description of Human Activities 2010 contest - aerial views (Michael S. Ryoo, J. K. Aggarwal, Amit K. Roy-Chowdhury)
SDHA Semantic
Description of Human Activities 2010 contest - Human Interactions (Michael S. Ryoo, J. K. Aggarwal, Amit K. Roy-Chowdhury)
TUM Kitchen Data Set of Everyday Manipulation
Activities (Moritz Tenorth, Jan Bandouch)
TV Human
Interaction Dataset (Alonso Patron-Perez)
Univ
of Central Florida - Feature Films Action Dataset (Univ of Central Florida)
Univ
of Central Florida - YouTube Action Dataset (sports) (Univ of Central Florida)
Univ of Central Florida
- 50 Action Category Recognition in Realistic Videos (3 GB) (Kishore Reddy)
UCF 101 action dataset 101 action
classes, over 13k clips and 27 hours of video data (Univ of Central Florida)
Univ of Central Florida -
Sports Action Dataset (Univ of Central Florida)
Univ of Central Florida
- ARG Aerial camera, Rooftop camera and Ground camera (UCF Computer Vision Lab)
UCR Videoweb Multi-camera Wide-Area Activities
Dataset (Amit K. Roy-Chowdhury)
Verona Social interaction
dataset (Marco Cristani)
Videoweb (multicamera) Activities
Dataset (B. Bhanu, G. Denina, C. Ding, A. Ivers, A. Kamal, C. Ravishankar, A. Roy-Chowdhury, B. Varda)
ViHASi: Virtual Human Action Silhouette
Data (userID: VIHASI password: virtual$virtual) (Hossein Ragheb, Kingston University)
WorkoutSU-10 Kinect
dataset for exercise actions (Ceyhun Akgul)
YouCook - 88 open-source YouTube cooking videos
with annotations (Jason Corso)
WVU Multi-view action
recognition dataset (Univ. of West Virginia)

Biological/Medical

Computed Tomography Emphysema
Database (Lauge Sorensen)
Dermoscopy images (Eric Ehrsam)
DIADEM: Digital Reconstruction of Axonal
and Dendritic Morphology Competition (Allen Institute for Brain Science et al)
DIARETDB1 - Standard
Diabetic Retinopathy Database (Lappeenranta Univ of Technology)
DRIVE: Digital Retinal
Images for Vessel Extraction (Univ of Utrecht)
MiniMammographic Database (Mammographic
Image Analysis Society)
MIT CBCL Automated Mouse
Behavior Recognition datasets (Nicholas Edelman)
Retinal
fundus images - Ground truth of vascular bifurcations and crossovers (Univ of Groningen)
Spine and Cardiac data (Digital
Imaging Group of London Ontario, Shuo Li)
Univ of Central
Florida - DDSM: Digital Database for Screening Mammography (Univ of Central Florida)
VascuSynth - 120 3D vascular tree like
structures with ground truth (Mengliu Zhao, Ghassan Hamarneh)
York Cardiac MRI dataset (Alexander
Andreopoulos)

Face
Databases

3D Mask Attack Database (3DMAD) -
76500 frames of 17 persons using Kinect RGBD with eye positions (Sebastien Marcel)
Audio-visual database for face and
speaker recognition (Mobile Biometry MOBIO http://www.mobioproject.org/) BANCA face and voice database (Univ
of Surrey)
Binghampton
Univ 3D static and dynamic facial expression database (Lijun Yin, Peter Gerhardstein and teammates)
BioID face database (BioID
group)
Biwi 3D Audiovisual
Corpus of Affective Communication - 1000 high quality, dynamic 3D scans of faces, recorded while pronouncing a set of English sentences.
CMU Facial Expression
Database (CMU/MIT)
CMU/MIT Frontal
Faces (CMU/MIT)
CMU/MIT Frontal
Faces (CMU/MIT)
CMU Pose, Illumination,
and Expression (PIE) Database (Simon Baker)
CSSE Frontal intensity
and range images of faces (Ajmal Mian)
Face Recognition Grand Challenge datasets (FRVT
- Face Recognition Vendor Test)
FaceTracer Database
- 15,000 faces (Neeraj Kumar, P. N. Belhumeur, and S. K. Nayar)
FDDB: Face Detection Data set and
Benchmark - studying unconstrained face detection (University of Massachusetts Computer Vision Laboratory)
FG-Net Aging Database of faces at different
ages (Face and Gesture Recognition Research Network)
Facial Recognition
Technology (FERET) Database (USA National Institute of Standards and Technology)
Hong Kong Face Sketch Database
Japanese Female Facial Expression (JAFFE)
Database (Michael J. Lyons)
LFW: Labeled Faces in the Wild -
unconstrained face recognition. Re-labeled Faces in the Wild - original images, but aligned using "deep funneling"
method. (University of Massachusetts, Amherst)
Manchester
Annotated Talking Face Video Dataset (Timothy Cootes)
MIT Collation of
Face Databases (Ethan Meyers)
MORPH (Craniofacial Longitudinal
Morphological Face Database) (University of North Carolina Wilmington)
MIT
CBCL Face Recognition Database (Center for Biological and Computational Learning)
NIST mugshot identification database (USA
National Institute of Standards and Technology)
ORL
face database: 40 people with 10 views (ATT Cambridge Labs)
Oxford: faces, flowers, multi-view,
buildings, object categories, motion segmentation, affine covariant regions, misc (Oxford Visual Geometry Group)
PubFig: Public Figures
Face Database (Neeraj Kumar, Alexander C. Berg, Peter N. Belhumeur, and Shree K. Nayar)
SCface - Surveillance Cameras Face Database
(Mislav Grgic, Kresimir Delac, Sonja Grgic, Bozidar Klimpak))
Trondheim Kinect RGB-D Person
Re-identification Dataset (Igor Barros Barbosa)
UB KinFace
Database - University of Buffalo kinship verification and recognition database
XM2VTS Face video sequences
(295): The extended M2VTS Database (XM2VTS) - (Surrey University)
Yale Face Database
- 11 expressions of 10 people (A. Georghaides)
Yale Face Database
B - 576 viewing conditions of 10 people (A. Georghaides)

Fingerprints

FVC fingerpring verification
competition 2002 dataset (University of Bologna)
FVC fingerpring verification
competition 2004 dataset (University of Bologna)
FVC - a subset of FVC
(Fingerprint Verification Competition) 2002 and 2004 fingerprint image databases, manually extracted minutiae data & associated documents (Umut Uludag)
NIST fingerprint
databases (USA National Institute of Standards and Technology)
SPD2010
Fingerprint Singular Points Detection Competition (SPD 2010 committee)

General
Images

Aerial color
image dataset (Swiss Federal Institute of Technology)
AMOS: Archive
of Many Outdoor Scenes (20+m) (Nathan Jacobs)
Brown Univ Large Binary Image Database (Ben
Kimia)
Columbia Multispectral
Image Database (F. Yasuma, T. Mitsunaga, D. Iso, and S.K. Nayar)
HIPR2 Image Catalogue
of different types of images (Bob Fisher et al)
Hyperspectral
images of natural scenes - 2002 (David H. Foster)
Hyperspectral
images of natural scenes - 2004 (David H. Foster)
ImageNet Linguistically organised (WordNet)
Hierarchical Image Database - 10E7 images, 15K categories (Li Fei-Fei, Jia Deng, Hao Su, Kai Li)
ImageNet Large Scale
Visual Recognition Challenge (Alex Berg, Jia Deng, Fei-Fei Li)
OTCBVS Thermal Imagery Benchmark
Dataset Collection (Ohio State Team)
McGill Calibrated Colour Image
Database (Adriana Olmos and Fred Kingdom)
Tiny Images Dataset 79
million 32x32 color images (Fergus, Torralba, Freeman)

Gesture
Databases

FG-Net Aging Database of faces at different
ages (Face and Gesture Recognition Research Network)
Hand
gesture and marine silhouettes (Euripides G.M. Petrakis)
IDIAP Hand pose/gesture datasets (Sebastien
Marcel)
Sheffield
gesture database - 2160 RGBD hand gesture sequences, 6 subjects, 10 gestures, 3 postures, 3 backgrounds, 2 illuminations (Ling Shao)

Image,
Video and Shape Database Retrieval

Brown Univ 25/99/216
Shape Databases (Ben Kimia)
IAPR TC-12
Image Benchmark (Michael Grubinger)
IAPR-TC12 Segmented and annotated image
benchmark (SAIAPR TC-12): (Hugo Jair Escalante)
ImageCLEF 2010 Concept
Detection and Annotation Task (Stefanie Nowak)
ImageCLEF 2011 Concept Detection
and Annotation Task - multi-label classification challenge in Flickr photos
CLEF-IP 2011 evaluation on patent
images
McGill 3D Shape Benchmark (Siddiqi,
Zhang, Macrini, Shokoufandeh, Bouix, Dickinson)
NIST
SHREC 2010 - Shape Retrieval Contest of Non-rigid 3D Models (USA National Institute of Standards and Technology)
NIST SHREC - other NIST
retrieval contest databases and links (USA National Institute of Standards and Technology)
NIST TREC Video Retrieval
Evaluation Database (USA National Institute of Standards and Technology)
Princeton Shape Benchmark (Princeton
Shape Retrieval and Analysis Group)
Queensland cross media
dataset - millions of images and text documents for "cross-media" retrieval (Yi Yang)
TOSCA 3D shape
database (Bronstein, Bronstein, Kimmel)

Object
Databases

2.5D/3D Datasets of
various objects and scenes (Ajmal Mian)
Amsterdam Library of Object Images
(ALOI): 100K views of 1K objects (University of Amsterdam/Intelligent Sensory Information Systems)
Caltech
101 (now 256) category object recognition database (Li Fei-Fei, Marco Andreeto, Marc'Aurelio Ranzato)
Columbia
COIL-100 3D object multiple views (Columbia University)
Densely
sampled object views: 2500 views of 2 objects, eg for view-based recognition and modeling (Gabriele Peters, Universiteit Dortmund)
German
Traffic Sign Detection Benchmark (Ruhr-Universitat Bochum)
GRAZ-02 Database (Bikes,
cars, people) (A. Pinz)
Linkoping 3D Object
Pose Estimation Database (Fredrik Viksten and Per-Erik Forssen)
Microsoft
Object Class Recognition image databases (Antonio Criminisi, Pushmeet Kohli, Tom Minka, Carsten Rother, Toby Sharp, Jamie Shotton, John Winn)
Microsoft
salient object databases (labeled by bounding boxes) (Liu, Sun Zheng, Tang, Shum)
MIT CBCL Car Data (Center
for Biological and Computational Learning)
MIT CBCL StreetScenes
Challenge Framework: (Stan Bileschi)
NEC Toy animal object
recognition or categorization database (Hossein Mobahi)
NORB 50 toy image
database (NYU)
PASCAL Image Database
(motorbikes, cars, cows) (PASCAL Consortium)
PASCAL 2007
Challange Image Database (motorbikes, cars, cows) (PASCAL Consortium)
PASCAL
2008 Challange Image Database (PASCAL Consortium)
PASCAL
2009 Challange Image Database (PASCAL Consortium)
PASCAL
2010 Challange Image Database (PASCAL Consortium)
PASCAL
2011 Challange Image Database (PASCAL Consortium)
PASCAL
2012 Challange Image Database Category classification, detection, and segmentation, and still-image action classification (PASCAL Consortium)
UIUC Car Image Database (UIUC)
UIUC Dataset of
3D object categories (S. Savarese and L. Fei-Fei)
Venezia 3D object-in-clutter
recognition and segmentation (Emanuele Rodola)

People,
Pedestrian, Eye/Iris, Template Detection/Tracking Databases

3D KINECT Gender Walking data base (L.
Igual, A. Lapedriza, R. Borràs from UB, CVC and UOC, Spain)
Caltech
Pedestrian Dataset (P. Dollar, C. Wojek, B. Schiele and P. Perona)
CASIA gait database (Chinese
Academy of Sciences)
CASIA-IrisV3 (Chinese
Academy of Sciences, T. N. Tan, Z. Sun)
CAVIAR project
video sequences with tracking and behavior ground truth (CAVIAR team/Edinburgh University - EC project IST-2001-37540)
Daimler
Pedestrian Detection Benchmark 21790 images with 56492 pedestrians plus empty scenes (M. Enzweiler, D. M. Gavrila)
Driver Monitoring
Video Dataset (RobeSafe + Jesus Nuevo-Chiquero)
Edinburgh overhead
camera person tracking dataset (Bob Fisher, Bashia Majecka, Gurkirt Singh, Rowland Sillito)
Eyetracking database summary (Stefan
Winkler)
HAT database of 27 human
attributes (Gaurav Sharma, Frederic Jurie)
INRIA Person Dataset (Navneet
Dalal)
ISMAR09 ground truth video dataset for
template-based (i.e. planar) tracking algorithms (Sebastian Lieberknecht)
MIT CBCL Pedestrian
Data (Center for Biological and Computational Learning)
MIT eye
tracking database (1003 images) (Judd et al)
Notre Dame Iris Image Dataset (Patrick
J. Flynn)
PETS 2009 Crowd Challange dataset (Reading
University & James Ferryman)
PETS: Performance Evaluation
of Tracking and Surveillance (Reading University & James Ferryman)
PETS Winter 2009 workshop
data (Reading University & James Ferryman)
UBIRIS: Noisy Visible Wavelength Iris Image Databases (University
of Beira)
Univ of Central Florida -
Crowd Dataset (Saad Ali)
Univ
of Central Florida - Crowd Flow Segmentation datasets (Saad Ali)
York
Univ Eye Tracking Dataset (120 images) (Neil Bruce)

Segmentation

Alpert
et al. Segmentation evaluation database (Sharon Alpert, Meirav Galun, Ronen Basri, Achi Brandt)
Berkeley
Segmentation Dataset and Benchmark (David Martin and Charless Fowlkes)
GrabCut
Image database (C. Rother, V. Kolmogorov, A. Blake, M. Brown)
LabelMe
images database and online annotation tool (Bryan Russell, Antonio Torralba, Kevin Murphy, William Freeman)

Surveillance

AVSS07: Advanced
Video and Signal based Surveillance 2007 datasets (Andrea Cavallaro)
ETISEO Video Surveillance
Download Datasets (INRIA Orion Team and others)
Heriot Watt Summary
of datasets for human tracking and surveillance (Zsolt Husz)
SPEVI: Surveillance Performance
EValuation Initiative (Queen Mary University London)
Udine Trajectory-based anomalous
event detection dataset - synthetic trajectory datasets with outliers (Univ of Udine Artificial Vision and Real Time Systems Laboratory)

Textures

Color texture images by category (textures.forrest.cz)
Columbia-Utrecht
Reflectance and Texture Database (Columbia & Utrecht Universities)
DynTex: Dynamic texture
database (Renaud Piteri, Mark Huiskes and Sandor Fazekas)
Oulu Texture Database (Oulu University)
Prague Texture Segmentation Data Generator
and Benchmark (Mikes, Haindl)
Uppsala texture dataset of surfaces
and materials - fabrics, grains, etc.
Vision
Texture (MIT Media Lab)

General
Videos

Large scale YouTube video dataset -
156,823 videos (2,907,447 keyframes) crawled from YouTube videos (Yi Yang)

Other
Collections

CANTATA Video and Image Database Index
site (Multitel)
Computer Vision Homepage
list of test image databases (Carnegie Mellon Univ)
ETHZ various, including
3D head pose, shape classes, pedestrians, pedestrians, buildings (ETH Zurich, Computer Vision Lab)
Leibe's Collection
of people/vehicle/object databases (Bastian Leibe)
Lotus Hill Image Database
Collection with Ground Truth (Sealeen Ren, Benjamin Yao, Michael Yang)
Oxford Misc, including Buffy,
Flowers, TV characters, Buildings, etc (Oxford Visual geometry Group)
PEIPA Image Database Summary (Pilot
European Image Processing Archive)
Univ of Bern databases on handwriting,
online documents, string edit and graph matching (Univ of Bern, Computer Vision and Artificial Intelligence)
USC Annotated Computer
Vision Bibliography database publication summary (Keith Price)
USC-SIPI image databases: texture, aerial,
favorites (eg. Lena) (USC Signal and Image Processing Institute)

Miscellaneous

3D mesh watermarking benchmark dataset (Guillaume
Lavoue)
Active Appearance Models datasets (Mikkel
B. Stegmann)
Aircraft tracking (Ajmal
Mian)
Cambridge
Motion-based Segmentation and Recognition Dataset (Brostow, Shotton, Fauqueur, Cipolla)
Catadioptric camera calibration
images (Yalin Bastanlar)
Chars74K dataset -
74 English and Kannada characters (Teo de Campos - t.decampos@surrey.ac.uk)
COLD (COsy Localization
Database) - place localization (Ullah, Pronobis, Caputo, Luo, and Jensfelt)
Columbia
Camera Response Functions: Database (DoRF) and Model (EMOR) (M.D. Grossberg and S.K. Nayar)
Columbia
Database of Contaminants' Patterns and Scattering Parameters (Jinwei Gu, Ravi Ramamoorthi, Peter Belhumeur, Shree Nayar)
Dense outdoor correspondence
ground truth datasets, for optical flow and local keypoint evaluation (Christoph Strecha)
DTU controlled motion and lighting
image dataset (135K images) (Henrik Aanaes)
EISATS:
.enpeda.. Image Sequence Analysis Test Site (Auckland University Multimedia Imaging Group)
FlickrLogos-32 -
8240 images of 32 product logos (Stefan Romberg)
Flowchart images (Allan
Hanbury)
Geometric Context
- scene interpretation images (Derek Hoiem)
Image/video quality assessment
database summary (Stefan Winkler)
INRIA
feature detector evaluation sequences (Krystian Mikolajczyk)
INRIA's PERCEPTION's database of images
and videos gathered with several synchronized and calibrated cameras (INRIA Rhone-Alpes)
INRIA's Synchronized
and calibrated binocular/binaural data sets with head movements (INRIA Rhone-Alpes)
KITTI dataset for stereo, optical
flow and visual odometry (Geiger, Lenz, Urtasun)
Large scale 3D point
cloud data from terrestrial LiDAR scanning (Andreas Nuechter)
Linkoping Rolling Shutter
Rectification Dataset (Per-Erik Forssen and Erik Ringaby)
Middlebury College stereo vision
research datasets (Daniel Scharstein and Richard Szeliski)
MPI-Sintel optical flow evaluation dataset (Michael
Black)
Multiview stereo
images with laser based groundtruth (ESAT-PSI/VISICS,FGAN-FOM,EPFL/IC/ISIM/CVLab)
The Cancer Imaging Archive (National
Cancer Institute)
NCI Cancer Image Archive -
prostate images (National Cancer Institute)
NIST
3D Interest Point Detection (Helin Dutagaci, Afzal Godil)
NRCS natural resource/agricultural
image database (USDA Natural Resources Conservation Service)
Occlusion detection test
data (Andrew Stein)
The Open Video Project (Gary Marchionini,
Barbara M. Wildemuth, Gary Geisler, Yaxiao Song)
Pics 'n' Trails
- Dataset of Continuously archived GPS and digital photos (Gamhewage Chaminda de Silva)
PRINTART: Artistic
images of prints of well known paintings, including detail annotations. A benchmark for automatic annotation and retrieval tasks with this database was published at ECCV. (Nuno Miguel Pinho da Silva)
RAWSEEDS
SLAM benchmark datasets (Rawseeds Project)
Robotic 3D Scan Repository -
3D point clouds from robotic experiments of scenes (Osnabruck and Jacobs Universities)
ROMA
(ROad MArkings) : Image database for the evaluation of road markings extraction algorithms (Jean-Philippe Tarel, et al)
Stuttgart Range
Image Database - 66 views of 45 objects
UCL Ground Truth
Optical Flow Dataset (Oisin Mac Aodha)
Univ of Genoa Datasets
for disparity and optic flow evaluation (Manuela Chessa)
Validation and
Verification of Neural Network Systems (Francesco Vivarelli)
VSD: Technicolor Violent
Scenes Dataset - a collection of ground-truth files based on the extraction of violent events in movies
WILD: Weather
and Illumunation Database (S. Narasimhan, C. Wang. S. Nayar, D. Stolyarov, K. Garg, Y. Schechner, H. Peri)