Databases or Datasets for Computer Vision Applications and Testing
Generally, to avoid confusion, in this bibliography, the word database is used for database systems or research and would apply to image database query techniques rather than a database containing images for use in specific applications. I have chosen to use dataset to describe collections of images used by researchers in some domain. In the past test data was difficult, but the advent of modern digital cameras has simplified acquiring data. But in order to test and especially compare algorithms, a common dataset is essential.
Test data is available in bits and pieces and in several larger repositories, These listed datasets are selected from the references in the Computer Vision Bibliography. There are other datasets and often older ones get removed from web sites. The links on the Author and Journal references in the list point to entries in that database. Current research and applications are highlighted in various Computer Vision and Image Processing Conferences. Some of these have evaluation sessions with related datasets.
Computer Vision resources include:
- Computer Vision Conference Listing
- Code for Computer Vision Algorithms
- Available Datasets
- Computer Vision Topical Surveys
- Vendors. These may also have related research groups.
- Research Groups
- Researchers within Research Groups and Researchers with unlisted groups
- Browse Papers by Author Name
- Professional Societies
For more information on the topics, contact information, etc. see the annotated Computer Vision Bibliography or the Complete Conference Listing for Computer Vision and Image Analysis
Detailed Entries for Dataset
Barnard, K.[Kobus], and Funt, B.V.[Brian V.],Camera characterization for color research,
ColorRes(27), No. 3, 2002, pp. 153-164.
PDF Version. Dataset, Color Calibration.
WWW Version. BibRef
Lee, G.H.[Gim Hee], Achtelik, M., Fraundorfer, F., Pollefeys, M., Siegwart, R.,
A benchmarking tool for MAV visual pose estimation,
ICARCV10(1541-1546).
IEEE DOI Link
Dataset, SLAM. Large scale SLAM dataset with more sensors. For UAV algorithm evaluations. BibRef
Swedish Trafic Signs,
Online2010
WWW Version. Dataset, Traffic Signs. BibRef
CMU VASC Image Database,
Online1997
WWW Version. Dataset, Motion. CMU has a collection of image datasets available. These include a number of motion sequences, stereo (with and without ground truth), faces and expressions, and cars. BibRef
PEIPA Computer Vision Software,
Online2004.
HTML Version. Code, Computer Vision. Dataset. Pilot European Image Processing Archive. This lists a number of sources for various alogrithms. They also include pointers to the usual set of image databases. BibRef
Washington Ground Truth Image Database,
CBIR dataset. Online2004
WWW Version. Dataset. Dataset, Retrieval. BibRef
BBC Motion Gallery,
Video data. Online2004
WWW Version. Video clips, including rights managed and production ready royalty-free footage. Available to preview, purchase and download. Dataset, Retrieval. Dataset, Video. BibRef
LHI Object Datasets,
Includes hand segmentations, and annotations. Online2004
HTML Version. Dataset. Dataset, Object Recognition. Transportation images, Animals, Aerial Images, Objects, Dataset also includes other data. See also Lotus Hill Institute. BibRef
NEC Animal Dataset,
Online2009
WWW Version. Dataset. Dataset, Object Recognition. It consists of about 5000 high quality images from 60 toy animals taken at different poses against a plain background. BibRef
Xcavator.Net,
Online2007
WWW Version. Dataset, Object Recognition. Photo search for professional use. Searches stock databases, you then purchase the image for use. Part of CogniSign LLC. BibRef
Geusebroek, J.M.[Jan-Mark], Burghouts, G.J.[Gertjan J.], Smeulders, A.W.M.[Arnold W.M.],
The Amsterdam Library of Object Images,
IJCV(61), No. 1, January 2005, pp. 103-112.
WWW Version.
WWW Version. Dataset, Objects. 1000 objects over 100 images per object. BibRef
Torralba, A.B.[Antonio B.], Fergus, R.[Rob], Freeman, W.T.[William T.],
80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition,
PAMI(30), No. 11, November 2008, pp. 1958-1970.
IEEE DOI Link
WWW Version.
BibRef
And: CSAIL-TR-2007-024, 2007. Dataset, Retrieval. Images from the WWW, associated with a noun. Large comprehensive dataset. Dataset with segmentations. BibRef
Russell, B.[Bryan], Torralba, A.B.[Antonio B.], Freeman, W.T.[William T.],
LableMe: The Open Annotation Tool,
Online2010.
WWW Version.
Dataset, Retrieval. Code, Annotation. The site for the annotation tool, also the video version. BibRef
Escalante, H.J.[Hugo Jair], Hernandez, C.A.[Carlos A.], Gonzalez, J.A.[Jesus A.], Lopez-Lopez, A., Montes-y-Gomez, M.[Manuel], Morales, E.F.[Eduardo F.], Sucar, L.E.[L. Enrique], Villasenor, L.[Luis], Grubinger, M.[Michael],
The segmented and annotated IAPR TC-12 benchmark,
CVIU(114), No. 4, April 2010, pp. 419-428.
Elsevier DOI Link
WWW Version.
Dataset, Retrieval. Data set creation; Ground truth collection; Evaluation metrics; Automatic image annotation; Image retrieval BibRef
Ji, R.R.[Rong-Rong], Duan, L.Y.[Ling-Yu], Chen, J.[Jie], Yang, S.[Shuang], Huang, T.J.[Tie-Jun], Yao, H.X.[Hong-Xun], Gao, W.[Wen],
PKUBench: A context rich mobile visual search benchmark,
ICIP11(2545-2548).
IEEE DOI Link
Dataset, Landmarks. Landmark search aided by GPS. BibRef
Shirahatti, N.V.[Nikhil V.], Barnard, K.[Kobus],
Evaluating Image Retrieval,
CVPR05(I: 955-961).
IEEE DOI Link
HTML Version.
Code, Image Retrieval. Dataset, Image Retrieval. BibRef
Duygulu, P., Barnard, K., de Freitas, J.F.G., Forsyth, D.A.,
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary,
ECCV02(IV: 97 ff.). Award, ECCV, Cognitive Vision.
HTML Version.
HTML Version.
Dataset, Object Recognition. BibRef
Le Cun, Y.L.[Yann L.], Huang, F.J.[Fu Jie], Bottou, L.[Leon],
Learning methods for generic object recognition with invariance to pose and lighting,
CVPR04(II: 97-104).
IEEE Abstract. And:
PDF Version.
WWW Version.
Dataset, Objects. Real time implementation. Find generic objects. BibRef
Philbin, J.[James], Chum, O.[Ondrej], Isard, M.[Michael], Sivic, J.[Josef], Zisserman, A.[Andrew],
Lost in quantization: Improving particular object retrieval in large scale image databases,
CVPR08(1-8).
IEEE DOI Link
HTML Version.
Dataset, Objects. BibRef
Chum, O.[Ondrej], Philbin, J.[James], Sivic, J.[Josef], Isard, M.[Michael], Zisserman, A.[Andrew],
Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval,
ICCV07(1-8).
IEEE DOI Link
BibRef
And: A2, A1, A4, A3, A5:
Object retrieval with large vocabularies and fast spatial matching,
CVPR07(1-8).
IEEE DOI Link
HTML Version.
Dataset, Buildings. BibRef
Large Scale Video Database,
2012.
WWW Version. Dataset, Video Database.
This database consists of 156,823 videos sequences (2,907,447 keyframes), which were crawled from YouTube during the period of July 2010 to September 2010. We provide the features as well as the ground truth. See also Multiple feature hashing for real-time large scale near-duplicate video retrieval.
Nilsback, M.E.[Maria-Elena], Zisserman, A.[Andrew],
Automated Flower Classification over a Large Number of Classes,
ICCVGIP08(722-729).
IEEE DOI Link
HTML Version. Dataset, Flowers.
HTML Version.
BibRef
Wood image database ,
2000.
WWW Version.
WWW Version. For information also see:
HTML Version. Dataset, Lumber.
Ramanathan, S.[Subramanian], Katti, H.[Harish], Sebe, N.[Nicu], Kankanhalli, M.[Mohan], Chua, T.S.[Tat-Seng],
An Eye Fixation Database for Saliency Detection in Images,
ECCV10(IV: 30-43).
Springer DOI Link
Dataset, Eye Fixation. BibRef
Hudson, W.H., Nadadur, D.C., Thornton, K.B., Liu, X., Haralick, R.M.,
The Radius CDROM Ground Truthed Data Set,
ARPA96(511-519). Dataset. Ground truth buildings for other users. BibRef
Teller, S.[Seth], Antone, M.[Matthew], Bodnar, Z.[Zachary], Bosse, M.[Michael], Coorg, S.[Satyan], Jethwa, M.[Manish], Master, N.[Neel],
Calibrated, Registered Images of an Extended Urban Area,
IJCV(53), No. 1, June 2003, pp. 93-107.
WWW Version.
Dataset, Buildings. BibRef
Earlier: CVPR01(I:813-820).
IEEE Abstract.
More the dataset than how to analyze the data.
WWW Version. See also Spherical Mosaics with Quaternions and Dense Correlation. BibRef
CyArk,
3-D, Laser data collection and archiving.
WWW Version. Vendor, Cultural Heritage. Dataset, Cultural Heritage. Digiatal Archive of the world's heritage sites for preservation and education. Not a vendor as such, but an archive and group that will collect the data. Some are small, some huge. Used for sites being destroyed, or for reconstruction. Visualizations, etc.
Japanese Character Image Database,
Cedar (Buffalo) database. Dataset, OCR.
WWW Version. Test data for Japanese OCR.
Wang, D.H.[Da-Han], Liu, C.L.[Cheng-Lin], Yu, J.L.[Jin-Lun], Zhou, X.D.[Xiang-Dong],
CASIA-OLHWDB1: A Database of Online Handwritten Chinese Characters,
ICDAR09(1206-1210).
IEEE DOI Link
Dataset, OCR. BibRef
Zhou, S.[Shusen], Chen, Q.C.[Qing-Cai], Wang, X.L.[Xiao-Long], Guo, X.[Xinyi], Li, H.[Hui],
An Empirical Evaluation on HIT-OR3C Database,
ICDAR11(1150-1154).
IEEE DOI Link
Dataset, OCR. Handwriting Chinese character database (HIT-OR3C) BibRef
Yan, H.[Hanyu], Jin, L.W.[Lian-Wen], Viard-Gaudin, C.[Christian], Mouchere, H.[Harold],
SCUT-COUCH Textline_NU: An Unconstrained Online Handwritten Chinese Text Lines Dataset,
FHR10(581-586).
IEEE DOI Link
Dataset, Chinese Characters. BibRef
Zhang, H.G.[Hong-Gang], Guo, J.[Jun], Chen, G.[Guang], Li, C.G.[Chun-Guang],
HCL2000: A Large-scale Handwritten Chinese Character Database for Handwritten Character Recognition,
ICDAR09(286-290).
IEEE DOI Link
Dataset, OCR. BibRef
Liu, C.L.[Cheng-Lin], Yin, F.[Fei], Wang, D.H.[Da-Han], Wang, Q.F.[Qiu-Feng],
CASIA Online and Offline Chinese Handwriting Databases,
ICDAR11(37-41).
IEEE DOI Link
Dataset, OCR. BibRef
Hull, J.J.,
A Database for Handwritten Text Recognition Research,
PAMI(16), No. 5, May 1994, pp. 550-554.
IEEE DOI Link Dataset, Handwriting. Handwriting Database. BibRef
Ground Truthed Handwritten Word Images,
Cambridge University dataset. Dataset, Handwriting.
HTML Version.
On-line Handwriting Database,
Tokyo Univ. of Agri. & Tech., Nakagawa Laboratory. Dataset, Handwriting.
WWW Version.
USPS Office of Advanced Technology Database of Handwritten Cities, States, ZIP Codes, Digits, and Alphabetic Characters,
Cedar (Buffalo) database. Dataset, Handwriting.
WWW Version. Database for mail processing.
Dimauro, G., Impedovo, S., Modugno, R., Pirlo, G.,
A new database for research on bank-check processing,
FHR02(524-528).
IEEE Top Reference.
Dataset, Checks. BibRef
Sarkar, R.[Ram], Das, N.[Nibaran], Basu, S.[Subhadip], Kundu, M.[Mahantapas], Nasipuri, M.[Mita], Basu, D.K.[Dipak Kumar],
CMATERdb1: A database of unconstrained handwritten Bangla and Bangla-English mixed script document image,
IJDAR(15), No. 1, March 2012, pp. 71-83.
WWW Version.
Dataset, Bangla. BibRef
Nethravathi, B., Archana, C.P., Shashikiran, K., Ramakrishnan, A.G., Kumar, V.[Vijay],
Creation of a Huge Annotated Database for Tamil and Kannada OHR,
FHR10(415-420).
IEEE DOI Link
Dataset, OCR. BibRef
Sagheer, M.W.[Malik Waqas], He, C.L.[Chun Lei], Nobile, N.[Nicola], Suen, C.Y.[Ching Y.],
A New Large Urdu Database for Off-Line Handwriting Recognition,
CIAP09(538-546).
Springer DOI Link
Dataset, Urdu Handwriting. BibRef
ERIM Arabic Document Database,
Machine printed Arabic documents. Dataset, OCR.
HTML Version.
Ziaratban, M.[Majid], Faez, K.[Karim], Bagheri, F.[Fatemeh],
FHT: An Unconstraint Farsi Handwritten Text Database,
ICDAR09(281-285).
IEEE DOI Link
Dataset, OCR. BibRef
Haghighi, P.J.[Puntis Jifroodian], Nobile, N.[Nicola], He, C.L.[Chun Lei], Suen, C.Y.[Ching Y.],
A New Large-Scale Multi-purpose Handwritten Farsi Database,
ICIAR09(278-286).
Springer DOI Link
Dataset, Farsi Handwriting. BibRef
NIST OCR Databases,
2005.
WWW Version. Dataset, OCR. Dataset, Documents. A series of datasets for OCR and document analysis.
Sauvola, J., Kauniskangas, H.,
Media Team Document Database II,
Online1999.
WWW Version. Dataset, Document Analysis. BibRef
Todoran, L.[Leon], Worring, M.[Marcel], Smeulders, A.W.M.[Arnold W. M.],
The UvA color document dataset,
IJDAR(7), No. 4, September 2005, pp. 228-240.
Springer DOI Link
Dataset, Documents. BibRef
Earlier:
Data GroundTruth, Complexity, and Evaluation Measures for Color Document Analysis,
DAS02(519 ff.).
HTML Version.
BibRef
Bukhari, S.S.[Syed Saqib], Shafait, F.[Faisal], Breuel, T.M.[Thomas M.],
The IUPR Dataset of Camera-Captured Document Images,
CBDAR11(164-171).
Springer DOI Link
Dataset, Document Images. BibRef
Nagy, R.[Robert], Dicker, A.[Anders], Meyer-Wegener, K.[Klaus],
NEOCR: A Configurable Dataset for Natural Image Text Recognition,
CBDAR11(150-163).
Springer DOI Link
Dataset, Natural Image Text. BibRef
Ikica, A.[Andrej], Peer, P.[Peter],
Computer Vision Lab OCR DataBase: CVL OCR DB,
2011. A public annotated image database of text in natural scenes
WWW Version. Dataset, Text in Images. BibRef
Quiniou, S.[Solen], Mouchere, H.[Harold], Saldarriaga, S.P.[Sebastián Pen], Viard-Gaudin, C.[Christian], Morin, E.[Emmanuel], Petitrenaud, S.[Simon], Medjkoune, S.[Sofiane],
HAMEX: A Handwritten and Audio Dataset of Mathematical Expressions,
ICDAR11(452-456).
IEEE DOI Link
Dataset, OCR. BibRef
UMD Logo Database,
Univ. Maryland database of 106 corportate logos. Dataset, OCR.
HTML Version.
Rocha, A.[Anderson], Goldenstein, S.K.[Siome K.], Scheirer, W.[Walter], Boult, T.E.[Terrance E.],
The Unseen Challenge data sets,
WVU08(1-8).
IEEE DOI Link
Dataset, Steganalysis. BibRef
Unipen Project,
Online1994. Dataset, Handwriting.
WWW Version. This is a working group organized through IAPR to maintain and protect (ensure available to researchers) various databases of handwriting data. BibRef
Pérez, D.[Daniel], Tarazón, L.[Lionel], Serrano, N.[Nicolás], Castro, F.[Francisco], Terrades, O.R.[Oriol Ramos], Juan, A.[Alfons],
The GERMANA Database,
ICDAR09(301-305).
IEEE DOI Link
Dataset, OCR. Handwritten Spanish manuscript from 1891. BibRef
Barnard, K.[Kobus], Martin, L.[Lindsay], Funt, B.V.[Brian V.], and Coath, A.[Adam],
A Data Set for Colour Research,
ColorRes(27), No 3, 2002, pp. 147-151.
HTML Version. Dataset, Color Constancy.
HTML Version. BibRef
Soundararajan, P.[Padmanabhan], Sarkar, S.[Sudeep],
An in-depth study of graph partitioning measures for perceptual organization,
PAMI(25), No. 6, June 2003, pp. 642-660.
IEEE Abstract.
Evaluation, Segmentation.
WWW Version. Code, Perceptual Grouping. Dataset, Perceptual Grouping. BibRef
Earlier:
Empirical evaluation of graph partitioning measures for perceptual organization,
EEMCV01(xx-yy).
Quality of groups generated by minimum ( See also Optimal Graph Theoretic Approach to Data Clustering: Theory and Its Application to Image Segmentation, An. ) or average ( See also Supervised Learning of Large Perceptual Organization: Graph Spectral Partitioning and Learning Automata. ) or normalized ( See also Normalized Cuts and Image Segmentation. ) cuts are equivalent for recognition. BibRef
Large Geometric Models Archive,
2008
WWW Version. Dataset, 3-D Models. Detailed 3-D models from Georgia Institute of Technology. Especially for graphics. See also Georgia Tech.
Digne, J.[Julie], Audfray, N.[Nicolas], Lartigue, C.[Claire], Mehdi-Souzani, C.[Charyar], Morel, J.M.[Jean-Michel],
Farman Institute 3D Point Sets: High Precision 3D Data Sets,
IPOL(2011), No. 1, 2011, pp. xx-yy.
WWW Version.
Dataset, 3D Data. BibRef
ISPRS Terrestrial laser scanning and 3D imaging Datasets,
2008.
HTML Version. Dataset, 3-D Data. 3-D datasets for large scale objects. Sanmarina Byzantine church and Golden Buddha.
NaturePix: Visual Cognitive Modeling Research,
WWW Version. 2007. Dataset, 3-D Data. ASU 3-D datasets. Replaces former ASU dataset?
The Stanford 3D Scanning Repository,
WWW Version. 2007. Dataset, 3-D Data. Stanford graphics databases
Bellmann, A.[Anke], Hellwich, O.[Olaf], Rodehorst, V.[Volker], Yilmaz, U.[Ulas],
A Benchmarking Dataset for Performance Evaluation of Automatic Surface Reconstruction Algorithms,
BenCOS07(1-8).
IEEE DOI Link
Dataset, Surface Reconstruction. BibRef
Lee, S.K.[Seung-Kyu], Liu, Y.X.[Yan-Xi],
Curved Glide-Reflection Symmetry Detection,
PAMI(34), No. 2, February 2012, pp. 266-278.
IEEE DOI Link
BibRef
Earlier: CVPR09(1046-1053).
IEEE DOI Link
Generalize Bilateral reflection symmetry to curved glide-reflection. Leaf images. Dataset, Symmetry Images. BibRef
Alpha Matting Evaluation Website,
2009.
WWW Version. Dataset, Image Matting. See also perceptually motivated online benchmark for image matting, A.
Lotus Hill Institute,
Imageparsing WWW Version.
Research Group, China. Dataset, Segmentation. Code, Viewing. The Imageparsing site is devoted to providing ground truth datasets and Matlab code for annotation and viewing. See also LHI Object Datasets. See also LHI Sports Activity Dataset. See also LHI Segmentation Dataset. See also LHI Surveillance Dataset.
Oxford,
Robotics. WWW Version.
Visual Geometry Group WWW Version.
Research Group, UK. Active vision, visual geometry, medical imaging, manufacturing systems, sonar, robotics. Oxford Image Examples,
Dataset. HTML Version.
Swiss Federal Institute of Technology in Zurich,
ETHComputer Vision Lab: WWW Version.
Research Group, Switzerland. Interpretation of 2D and 3D image data sets from conventional and non-conventional image sources. Photogrammetry group: WWW Version.
BibRef Aerial Image Dataset,
Dataset, Aerial Images. WWW Version.
University Jaume I,
Institute of New Imaging Technologies WWW Version.
Computer Vision Group WWW Version.
Research Group, Spain. Spectral Imaging. Spectral Imaging Data Base,
Dataset, Spectral Imaging. WWW Version.
Abel Stock,
Commercial image database WWW Version.
Dataset, Images.
California Institute of Technology,
Computational Vision Group WWW Version.
Research Group, US. Computational foundations of vision. CalTech 101 Objects Categories,
Dataset, Objects. HTML Version.
CalTech 100 Natural Scenes,
Dataset, Natural Scenes. WWW Version.
CalTech Turntable Images,
Dataset, 3D Data. WWW Version.
144 calibrated viewpoints, 3 lighting variations. CalTech Archived Images,
Dataset, Images. HTML Version.
Ohio State University,
Signal Analysis and Machine Perception Laboratory (SAMPL) WWW Version.
Research Group, US. Broad research areas, hyper and multi-spectral, aerial images, medical images, range processing, human motion, inspection. Various datasets for 2-D and 3-D data. OSU Datasets,
Dataset, Images. HTML Version.
Princeton,
PrincetonComputer Science Department. Computer vision group. WWW Version.
Research Group, US. Human action classification. Dataset. WWW Version.
BibRef
University of Illinois,
Urbana-Champaign Various Departments, UIUCOr BibRef IllinoisVision Lab page: WWW Version.
Quantitative Light Imaging (QLI) Laboratory WWW Version.
Research Group, US. Robotics, Textures, 3-D recognition and representation, cameras, rendering, HCI. BibRef University of Illinois Datasets,
Dataset, Texture. 25 textures, 40 samples. Dataset, Natural Scenes. 15 Categories. Dataset, Stereo Data. 9 objects, 80 images Dataset, Multi-View Data. 10 datasets, 24 images of a single object each. Dataset, Visual Hull. Dataset, Object Recognition. Birds, Butterflys, etc. Dataset, Video. WWW Version.
University of Southern California, Signal and Image Processing,
USC_SIPI WWW Version.
Research Group, US. Dataset, Images. Image processing. Some of the old standard image datasets (texture, vehicles, compression). BibRef
Marszalek, M.[Marcin], Schmid, C.[Cordelia],
Accurate Object Recognition with Shape Masks,
IJCV(97), No. 2, April 2012, pp. 191-209.
WWW Version.
BibRef
Earlier:
Accurate Object Localization with Shape Masks,
CVPR07(1-8).
IEEE DOI Link
Dataset, People.
WWW Version. The dataset includes annotations. Derived from Graz dataset.
WWW Version. BibRef
Yang, G.[Gehua], Stewart, C.V.[Charles V.], Sofka, M.[Michal], Tsai, C.L.[Chia-Ling],
Registration of Challenging Image Pairs: Initialization, Estimation, and Decision,
PAMI(29), No. 11, November 2007, pp. 1973-1989.
IEEE DOI Link
Dataset, Matching.
HTML Version. BibRef
Earlier:
Automatic robust image registration system: Initialization, estimation, and decision,
CVS06(23).
IEEE DOI Link
BibRef
The PASCAL Object Recognition Database Collection,
2006. Dataset, Objects.
HTML Version. Various datasets for object recognition. Pointers to some of the others.
Ponce, J., Berg, T.L., Everingham, M.R., Forsyth, D.A., Hebert, M., Lazebnik, S., Marszalek, M., Schmid, C., Russell, B.C., Torralba, A., Williams, C.K.I., Zhang, J., Zisserman, A.,
Dataset Issues in Object Recognition,
CLOR06(29-48).
Springer DOI Link
Dataset, Discussion. BibRef
Campbell, R., and Flynn, P.J.,
A WWW-Accessible 3D Image and Model Database for Computer Vision Research,
EEMCV98(148-154). BibRef
And: EEMTV98(xx) Dataset, 3-D Data.
HTML Version. BibRef
Peters, G.[Gabriele], Zitova, B.[Barbara], von der Malsburg, C.[Christoph],
How to measure the pose robustness of object views,
IVC(20), No. 5-6, 15 April 2002, pp. 341-348.
WWW Version.
BMVC issue BibRef
And: IVC(20), No. 4, April 2002, pp. 249-256.
WWW Version.
HTML Version.
Dataset, 3-D Data. BibRef
Video Objects: A Test Database for Video Object Recognition,
2006. Dataset, Objects.
HTML Version. 180 videos of 15 objects.
Animals with Attributes: A dataset for Attribute Based Classification,
2006. Dataset, Objects.
WWW Version. 30,000+ images, 40 animal classes.
Nene, S.A., Nayar, S.K.[Shree K.], Murase, H.[Hiroshi],
Columbia Object Image Library (COIL-100),
ColumbiaTechnical Report CUCS-006-96, February 1996.
Postscript Version. Also:
WWW Version. Also the COIL-20 database.
WWW Version. Dataset, Objects. BibRef
Stegmann, M.B.[Mikkel B.],
Active Appearance Models,
Online2007.
WWW Version. Code, Active Appearance Model. Dataset, Active Appearance Model. AAM code and information. See also Technical University of Denmark. BibRef
Bileschi, S.M.[Stanley M.],
CBCL StreetScenes Challenge Framework,
Online2007.
WWW Version. Dataset, Object Detection. Primarily for Cars, people, and street scenes. Data is labeled. BibRef
Hoiem, D.[Derek], Efros, A.A.[Alexei A.], Hebert, M.[Martial],
Recovering Surface Layout from an Image,
IJCV(75), No. 1, October 2007, pp. 151-172.
Springer DOI Link
BibRef
Earlier:
Geometric Context from a Single Image,
ICCV05(I: 654-661).
IEEE DOI Link
Dataset, Recognition. The example data is available:
HTML Version. Kanade issue. Coarse properties (ground plane, sky, planar regions) from one image. Probabilistic approach to estimate 3D geometry so that not every possible view is needed. BibRef
Medical Dataset Archive,
2006. Dataset, Medical Images.
WWW Version. Variety of medical data. CT dataset available from related web site.
Visible Human Project,
1994. Dataset, Medical Images.
HTML Version. Complete data in MRI, CT, slices.
Kauppi, T., Kalesnykiene, V., Kamarainen, J.K., Lensu, L., Sorri, I., Raninen, A., Voutilainen, R., Uusitalo, H., Kalviainen, H., Pietila, J.,
The DIARETDB1 diabetic retinopathy database and evaluation protocol,
BMVC07(xx-yy).
PDF Version.
Dataset, Retina. BibRef
MiniMammographic Database,
1995
WWW Version. Dataset, Mammography.
DDSM: Digital Database for Screening Mammography,
2000, USF.
HTML Version. Dataset, Mammography.
Andreopoulos, A.[Alexander], Tsotsos, J.K.[John K.],
Cardiac MRI dataset,
Online2008.
WWW Version. Dataset, Cardiac MRI. BibRef
Huang, Y.[Yan], Essa, I.A.[Irfan A.],
Tracking Multiple Objects through Occlusions,
CVPR05(II: 1051-1058).
IEEE DOI Link
WWW Version. Dataset, Actions.
BibRef
And: CVPR05(II: 1182).
IEEE DOI Link
See also Georgia Tech. BibRef
Jaynes, C., Kale, A., Sanders, N., Grossmann, E.,
The Terrascope Dataset: Scripted Multi-Camera Indoor Video Surveillance with Ground-truth,
PETS05(309-316).
IEEE DOI Link
WWW Version.
Dataset, Surveillance. BibRef
Zimmermann, K.[Karel], Matas, J.G.[Jirí G.], Svoboda, T.[Thomá],
Tracking by an Optimal Sequence of Linear Predictors,
PAMI(31), No. 4, April 2009, pp. 677-692.
IEEE DOI Link
Code, Tracking. Dataset, Tracking. BibRef
Earlier: A1, A3, A2:
Simultaneous learning of motion and appearance,
MLMotion08(xx-yy).
BibRef
Earlier: A1, A3, A2:
Adaptive Parameter Optimization for Real-time Tracking,
NRTL07(1-8).
IEEE DOI Link
BibRef
Earlier: A1, A3, A2:
Multiview 3D Tracking with an Incrementally Constructed 3D Model,
3DPVT06(488-495).
IEEE DOI Link
Learning approach to tracking. Estimation of the pose given the pose of the previous frame. Matlab implementation available.
WWW Version. BibRef
OTCBVS Benchmark Dataset Collection,
2001
WWW Version. Dataset, Tracking. Dataset, Face Recognition. Collection of datasets for benchmarking realted to the related conferences. Includes face dataset.
PETS Benchmark Data,
Online2006
HTML Version. Dataset, Surveillance. BibRef
MIT Pedestrian Database MITP,
Online2000
HTML Version. Dataset, Surveillance. BibRef
UCF Action Recogniton Dataset,
Online2010
WWW Version. Dataset, Surveillance.
50 action categories, consisting of realistic videos taken from youtube. Categories include: Baseball Pitch, Basketball Shooting, Bench Press, Biking, Biking, Billiards Shot,Breaststroke, Clean and Jerk, Diving, Drumming, Fencing, Golf Swing, Playing Guitar, High Jump, Horse Race, Horse Riding, Hula Hoop, Javelin Throw, Juggling Balls, Jump Rope, Jumping Jack, Kayaking, Lunges, Military Parade, Mixing Batter, Nun chucks, Playing Piano, Pizza Tossing, Pole Vault, Pommel Horse, Pull Ups, Punch, Push Ups, Rock Climbing Indoor, Rope Climbing, Rowing, Salsa Spins, Skate Boarding, Skiing, Skijet, Soccer, Juggling, Swing, Playing Tabla, TaiChi, Tennis Swing, Trampoline Jumping, Playing Violin, Volleyball Spiking, Walking with a dog, and Yo Yo. BibRef
UCF-iPhone,
Online2012
WWW Version. Dataset, Surveillance.
Aerobic actions using the Inertial Measurement Unit (IMU) on an Apple iPhone. Biking, Climbing Stairs, Descending Stairs, Gym Biking, Jump Roping, Running, Standing, Treadmill Walking and Walking. See also Macro-Class Selection for Hierarchical K-NN Classification of Inertial Sensor Data. for the paper. BibRef
Tenorth, M.[Moritz], Bandouch, J.[Jan], Beetz, M.[Michael],
The TUM Kitchen Data Set of everyday manipulation activities for motion tracking and action recognition,
THEMIS09(1089-1096).
IEEE DOI Link
Dataset, Activity Recognition. BibRef
Guerra-Filho, G.[Gutemberg], Biswas, A.[Arnab],
The human motion database: A cognitive and parametric sampling of human motion,
IVC(30), No. 3, March 2012, pp. 251-261.
Elsevier DOI Link
WWW Version.
BibRef
Earlier: FG11(103-110).
IEEE DOI Link
Dataset, Activity Recognition. Human motion database; Quantitative evaluation; Parametric and cognitive sampling; Motion synthesis and analysis BibRef
Liu, C.[Ce], Freeman, W.T.[William T.], Adelson, E.H.[Edward H.], Weiss, Y.[Yair],
Human-assisted motion annotation,
CVPR08(1-8).
IEEE DOI Link
Dataset, Motion.
WWW Version. Motion annotation then applied to datasets to provide ground truth. BibRef
LHI Surveillance Dataset,
Annotated surveillance images. Online2008
HTML Version. Dataset, Segmentation. Subset of larger dataset. See also Lotus Hill Institute. BibRef
CLEAR: Classification of Events, Activities and Relationships,
MTPH07
WWW Version. Dataset, Activity Recogniton. BibRef
i-LIDS: Bag and vehicle detection challenge,
Online2007 BibRef AVSBS07
HTML Version. Dataset, Activity Recogniton. Data used at Advanced Video and Signal Based Surveillance, 2007. BibRef
PETS 2006 Benchmark Data,
Online2006 BibRef PETS06
HTML Version. Dataset, Activity Recogniton. Data used at International Workshop on Performance Evaluation of Tracking and Surveillance 2006. BibRef
PETS 2001 Benchmark Data,
Online2001 BibRef PETS01
WWW Version. Dataset, Activity Recogniton. Data used at International Workshop on Performance Evaluation of Tracking and Surveillance 2001. BibRef
OTCBVS Benchmark Dataset Collection,
OTCBVS072007
WWW Version. Dataset, Activity Recogniton. Beyound the Visual Spectrum (IR especially). Data for various OTCBVS workshops. BibRef
Fisher, R.B.[Robert B.],
CAVIAR Test Case Scenarios,
Online BookOctober 2004.
WWW Version. Dataset, Video. From the EC funded CAVIAR project (Context Aware Vision using Image-based Active Recognition). The sequences are labelled (in XML) with both the tracked persons and a semantic description of their activities. 81 video sequences comprising about 90K frames. These sequences include indoor plaza and shopping center observations of individuals and small groups of people walking, browsing, window shopping, fighting, meeting, leaving packages behind, collapsing, entering and exiting shops, etc. BibRef
Optic Flow Data,
Edinburgh2007. Smoothed flow sequences for the Waverly train station scene.
WWW Version. Dataset, Video. Behavior, pedestrian analysis. BibRef
BEHAVE Interactions Test Case Scenarios,
Edinburgh2007. Two views of various scenarios of people acting out various interactions.
WWW Version. Dataset, Video. Behavior, pedestrian analysis. Includes ground truth bounding boxes for much of the data. BibRef
Sigal, L.[Leonid], Balan, A.O.[Alexandru O.], Black, M.J.[Michael J.],
HumanEva: Synchronized Video and Motion Capture Dataset and Baseline Algorithm for Evaluation of Articulated Human Motion,
IJCV(87), No. 1-2, March 2010, pp. xx-yy.
Springer DOI Link
Dataset, Human Motion. BibRef
Earlier: A1, A3, Only:
HumanEva: Synchronized Video and Motion Capture Dataset for Evaluation of Articulated Human Motion,
BrownTechnical Report CS-06-08, September 2006.
HTML Version. For the dataset:
HTML Version. Calibrated video sequences synchronized with motion capture data. BibRef
Oh, S.M.[Sang-Min], Hoogs, A.[Anthony], Perera, A.[Amitha], Cuntoor, N.[Naresh], Chen, C.C.[Chia-Chih], Lee, J.T.[Jong Taek], Mukherjee, S.[Saurajit], Aggarwal, J.K., Lee, H.[Hyungtae], Davis, L.S.[Larry S.], Swears, E.[Eran], Wang, X.Y.[Xiao-Yang], Ji, Q.A.[Qi-Ang], Reddy, K.[Kishore], Shah, M.[Mubarak], Vondrick, C.[Carl], Pirsiavash, H.[Hamed], Ramanan, D.[Deva], Yuen, J.[Jenny], Torralba, A.[Antonio], Song, B.[Bi], Fong, A.[Anesco], Roy-Chowdhury, A.[Amit], Desai, M.[Mita],
A large-scale benchmark dataset for event recognition in surveillance video,
CVPR11(3153-3160).
IEEE DOI Link
BibRef
And: AVSBS11(527-528).
IEEE DOI Link
Dataset, Action Recognition. Dataset, Event Recognition. BibRef
MIT Car Database MITC,
Online2000
HTML Version. Dataset, Vehicles. BibRef
Zelnik-Manor, L.[Lihi], Irani, M.[Michal],
Statistical Analysis of Dynamic Actions,
PAMI(28), No. 9, September 2006, pp. 1530-1535.
IEEE DOI Link
BibRef
Earlier:
Degeneracies, dependencies and their implications in multi-body and multi-sequence factorizations,
Weinland, D.[Daniel], Ronfard, R.[Remi], Boyer, E.[Edmond],
Free viewpoint action recognition using motion history volumes,
CVIU(103), No. 2-3, November-December 2006, pp. 249-257.
WWW Version.
Dataset, Action Recognition.
WWW Version. BibRef
Earlier:
Automatic Discovery of Action Taxonomies from Multiple Views,
CVPR06(II: 1639-1645).
IEEE DOI Link
Action recognition; View invariance; Volumetric reconstruction BibRef
Shi, Y.[Yifan], Huang, Y.[Yan], Minnen, D., Bobick, A.F., Essa, I.A.,
Propagation networks for recognition of partially ordered sequential action,
CVPR04(II: 862-869).
IEEE Abstract.
HTML Version. Dataset, Actions.
See also Georgia Tech. BibRef
Daimler Pedestrian Detection Benchmark,
2009.
Dataset, Surveillance. See also Daimler. Training set: 15,560 pedestrian and non-pedestrian samples. 6744 additional images. Test set: a sequence with more than 21,790 images with 56,492 pedestrian labels. From a vehicle in 27 minutes of urban driving. VGA resolution. Dataset used in: See also Monocular Pedestrian Detection: Survey and Experiments.
Edinburgh Informatics Forum Pedestrian Database,
2010.
WWW Version. Dataset, Human Tracking. Dataset, Surveillance. Overhead views, of a building atrium. Several months of observations, with trajectories (computed).
Wu, Y.[Yang], Liu, Y.L.[Yuan-Liu], Yuan, Z.J.[Ze-Jian], Zheng, N.N.[Nan-Ning],
IAIR-CarPed: A psychophysically annotated dataset with fine-grained and layered semantic labels for object recognition,
PRL(33), No. 2, 15 January 2012, pp. 218-226.
Elsevier DOI Link
WWW Version.
Dataset, Pedestrian Detection. Object recognition; Image database; Object detection; Pedestrian detection; Psychophysical experiments BibRef
Dalal, N.[Navneet],
INRIA Person Dataset,
Online2005
WWW Version. Dataset, Human Motion. The collected dataset for the above paper, from various sources. BibRef
Kliper-Gross, O.[Orit], Hassner, T.[Tal], Wolf, L.B.[Lior B.],
The Action Similarity Labeling Challenge,
PAMI(34), No. 3, March 2012, pp. 615-621.
IEEE DOI Link
Dataset, Action Recognition. Labeled dataset. Same/not-same rather than recognition. BibRef
Wallraven, C.[Christian], Schultze, M.[Michael], Mohler, B.[Betty], Vatakis, A.[Argiro], Pastra, K.[Katerina],
The POETICON enacted scenario corpus: A tool for human and computational experiments on action understanding,
FG11(484-491).
IEEE DOI Link
Dataset, Actions. BibRef
Munder, S., Gavrila, D.M.[Dariu M.],
An Experimental Study on Pedestrian Classification,
PAMI(28), No. 11, November 2006, pp. 1863-1868.
IEEE DOI Link
PDF Version.
Dataset available:
HTML Version. Dataset, Pedestrians. DaimlerChrysler Res. Investigate global versus local and adaptive versus nonadaptive features. PCA coefficients, Haar wavelets, and local receptive fields (LRFs). SVM, Neural Nets, K-NN classifiers. Combination of SVMs with LRF features performs best. And boosted cascade of Haar wavelets is close. BibRef
García-Martín, Á.[Álvaro], Martínez, J.M.[José M.], Bescós, J.[Jesús],
A corpus for benchmarking of people detection algorithms,
PRL(33), No. 2, 15 January 2012, pp. 152-156.
Elsevier DOI Link
WWW Version.
Dataset, Person Detection. People detection; Ground-truth; Corpus; Dataset; Surveillance video BibRef
Baseline Algorithm and Performance for Gait Based Human ID Challenge Problem,
2004, USF.
WWW Version. Dataset, Gait. Code, Gait.
Seely, R.D.[Richard D.], Samangooei, S.[Sina], Middleton, L.[Lee], Carter, J.N.[John N.], Nixon, M.S.[Mark S.],
The University of Southampton Multi-Biometric Tunnel and introducing a novel 3D gait dataset,
BTAS08(1-6).
IEEE DOI Link
Dataset, Gait Recognition. BibRef
CMU Graphics Lab Motion Capture Database,
2004.
WWW Version. Dataset, Motion Capture. Code, Motion Capture. 2000+ examples of motion capture data. Includes some software.
Laptev, I.[Ivan], Caputo, B.[Barbara], Schuldt, C.[Christian], Lindeberg, T.[Tony],
Local velocity-adapted motion events for spatio-temporal recognition,
CVIU(108), No. 3, December 2007, pp. 207-229.
WWW Version.
BibRef
Earlier: A3, A1, A2, Only:
Recognizing human actions: a local SVM approach,
ICPR04(III: 32-36).
IEEE DOI Link
Dataset, Actions.
WWW Version. Motion; Local features; Motion descriptors; Matching; Velocity adaptation; Action recognition; Learning; SVM BibRef
Kuehne, H., Jhuang, H., Garrote, E., Poggio, T., Serre, T.,
HMDB: A large video database for human motion recognition,
ICCV11(2556-2563).
IEEE DOI Link
Dataset, Action Recognition. The internet has billions of videos, most recognition datasets have a dozen. BibRef
Gorelick, L.[Lena], Blank, M.[Moshe], Shechtman, E.[Eli], Irani, M.[Michal], Basri, R.[Ronen],
Actions as Space-Time Shapes,
PAMI(29), No. 12, December 2007, pp. 2247-2253.
IEEE DOI Link
Dataset, Actions.
HTML Version. BibRef
Earlier: A2, A1, A3, A4, A5: ICCV05(II: 1395-1402).
IEEE DOI Link
Human action as 3-D shapes induced by silhouettes in the spacetime volume. BibRef
de la Torre-Frade, F.[Fernando], Hodgins, J.K.[Jessica K.], Bargteil, A.W.[Adam W.], Artal, X.M.[Xavier Martin], Macey, J.C.[Justin C.], Collado I Castells, A.[Alexandre], and Beltran, J.[Josep],
Guide to the Carnegie Mellon University Multimodal Activity (CMU-MMAC) Database,
CMU-RI-TR-08-22, April, 2008.
WWW Version. Dataset, Activity Recognition. BibRef
Burger, S.[Susanne],
The CHIL RT07 Evaluation Data,
MTPH07(xx-yy).
Springer DOI Link
Dataset, Activity Recogniton. BibRef
CVBASE Annotated Video Data,
2006.
HTML Version. Dataset, Video.
UCF Sports Action Dataset,
2008. General:
HTML Version. Details:
WWW Version. A large set of sports actions. Dataset, Sports. Note that many of the other non UCF links to data on that page are out of date.
LHI Sports Activity Dataset,
Subset of larger dataset. Online2008
HTML Version. Dataset, Sports. See also Lotus Hill Institute. BibRef
Ali, S.[Saad], Shah, M.[Mubarak],
A Lagrangian Particle Dynamics Approach for Crowd Flow Segmentation and Stability Analysis,
CVPR07(1-6).
IEEE DOI Link
PDF Version. Dataset, Surveillance. The dataset for this paper is available:
WWW Version.
BibRef
Ali, S.[Saad],
Crowd Flow Segmentation and Stability Analysis,
Online2007
HTML Version. The more general discussion of the issues of the other papers. Includes a more complete dataset and pointers to other useful code. Dataset, Surveillance.
WWW Version. BibRef
Abrams, A.[Austin], Tucek, J.[Jim], Little, J.[Joshua], Jacobs, N.[Nathan], Pless, R.[Robert],
LOST: Longterm Observation of Scenes (with Tracks),
WACV12(297-304).
IEEE DOI Link
Using the data, same half hour every day. Dataset, Surveillance. BibRef
Change Detection Benchmark Website,
2012 Dataset, Motion Detection.
WWW Version. Dataset for the 2012 Change Detection workshop at CVPR.
Image Stitching Database,
2010
HTML Version. Dataset, Image Stitching.
Stottinger, J.[Julian], Zambanini, S.[Sebastian], Khan, R.[Rehanullah], Hanbury, A.[Allan],
FeEval A Dataset for Evaluation of Spatio-temporal Local Features,
ICPR10(499-502).
IEEE DOI Link
Dataset, Motion. BibRef
Baker, S.[Simon], Scharstein, D.[Daniel], Lewis, J.P., Roth, S.[Stefan], Black, M.J.[Michael J.], Szeliski, R.[Richard],
A Database and Evaluation Methodology for Optical Flow,
IJCV(92), No. 1, March 2011, pp. 1-31.
Springer DOI Link
WWW Version.
BibRef
Earlier: A1, A4, A2, A5, A3, A6: ICCV07(1-8).
IEEE DOI Link
Dataset, Optical Flow.
WWW Version. BibRef
Nascimento, S.M.C., Ferreira, F., and Foster, D.H.,
Statistics of spatial cone-excitation ratios in natural scenes,
JOSA-A(19), No. 8, August 2002, pp. 1484-1490.
PDF Version. Dataset, Hyperspectral.
HTML Version. BibRef
Foster, D.H., Nascimento, S.M.C., Amano, K.,
Information limits on neural identification of coloured surfaces in natural scenes,
Visual Neuroscience(21), 2004, pp. 331-336.
PDF Version. Dataset, Hyperspectral.
HTML Version. BibRef
Agarwal, S.[Shivani], Awan, A.[Aatif], and Roth, D.[Dan],
Learning to Detect Objects in Images via a Sparse, Part-Based Representation,
PAMI(26), No. 11, November 2004, pp. 1475-1490.
IEEE Abstract. Or:
PDF Version.
WWW Version. Dataset, Vehicles. Detecting specific object classes (e.g. cars). BibRef
Description of the Collection of Facial Images,
2007 Dataset, Faces.
HTML Version. Essex collection of faces. 395 people, 20 images each.
Annotated Facial Dataset,
2007 Dataset, Faces.
WWW Version.
UB KinFace Database,
2011 Dataset, Faces.
HTML Version.
Yale Face Database,
Online2006. First is 165 images.
HTML Version. And 5760 single light source images of 10 subjects each seen under 576 viewing conditions
HTML Version. Dataset, Faces. BibRef
The University of Oulu Physics-Based Face Database,
2000. 125 different faces each in 16 different camera calibration and illumination conditions.
WWW Version. Dataset, Faces.
The University of Oulu Face Video Database,
2002.
WWW Version. Dataset, Faces.
The CAS-PEAL Large-Scale Chinese Face Database and Baseline Evaluations,
2004. 9,594 images of 1040 individuals (595 males and 445 females) with varying Pose, Expression, Accessory, and Lighting
HTML Version. Dataset, Faces.
MIT Face Recognition Database,
Online2000 Fi Dataset, Faces.
HTML Version.
HTML Version. First one is small (19X19) images. Second one has training and test data. BibRef
The UMIST Face Database,
1998. Face Recognition.
HTML Version. Dataset, Faces.
NIST Mugshot Identification Database,
2002.
HTML Version. Dataset, Faces.
The ORL Database of Faces,
1992-1994. More recently called the AT&T database.
HTML Version. Dataset, Faces.
Peer, P.[Peter],
CVL Face Database,
Online1999. Dataset, Faces.
HTML Version. 114 people, 7 images each. BibRef
POSTECH Face Database,
2001 Dataset, Faces. Dataset, Expressions. Dataset, Gesture.
HTML Version. A variety of datasets for face recognition, expression recognition, gesture recognition, and video surveillance. See also POSTECH face database (PF07) and performance evaluation, The.
Face Recognition Vendor Test 2006,
Online2006.
WWW Version. Dataset, Faces.
WWW Version. Results in February 2007. BibRef
FacePix Database,
Online2009.
WWW Version. Dataset, Faces. 181 poses 1 degree apart plus lighting (direction) changes. See also Arizona State University.
BibRef
Jain, V.[Vidit], Learned-Miller, E.G.[Erick G.],
FDDB: Face Detection Data Set and Benchmark,
UMass2010, Technical Report 2010-009.
WWW Version. Dataset, Faces. annotations for 5171 faces in a set of 2845 images. Subset of See also Labeled faces in the wild: A database for studying face recognition in unconstrained environments. BibRef
Huang, G.B., Ramesh, M., Berg, T.L., Learned-Miller, E.G.,
Labeled faces in the wild: A database for studying face recognition in unconstrained environments,
UMass2007, Technical Report 07-49. annotated faces captured from news articles on the web. Dataset, Faces.
WWW Version. Detected using: See also Robust Real-Time Face Detection. BibRef
Phillips, P.J., Moon, H.J., Rizvi, S.A., Rauss, P.J.,
The FERET Evaluation Methodology for Face-Recognition Algorithms,
PAMI(22), No. 10, October 2000, pp. 1090-1104.
IEEE DOI Link Evaluation, Faces. Dataset, Faces.
BibRef
Earlier: A1, A2, A4, A3: CVPR97(137-143).
IEEE DOI Link
PDF Version.
Evaluation; data. BibRef
Phillips, P.J., Wechsler, H., Huang, J., Rauss, P.J.,
The FERET Database and Evaluation Procedure for Face-Recognition Algorithms,
IVC(16), No. 5, April 27 1998, pp. 295-306.
WWW Version.
Evaluation, Faces. Dataset, Faces. BibRef
The FERET Database,
NIST1993.
WWW Version. Dataset, Faces. Old version. For Color -- See also Color FERET Database, The. See also National Institute of Standards and Technology (NIST) Intelligent Systems Division. BibRef
The Color FERET Database,
NISTJanuary 2008.
WWW Version. Dataset, Faces. BibRef
Wong, Y.W.[Yee Wan], Ch'ng, S.I.[Sue Inn], Seng, K.P.[Kah Phooi], Ang, L.M.[Li-Minn], Chin, S.W.[Siew Wen], Chew, W.J.[Wei Jen], Lim, K.H.[King Hann],
A new multi-purpose audio-visual UNMC-VIER database with multiple variabilities,
PRL(32), No. 13, 1 October 2011, pp. 1503-1510.
Elsevier DOI Link
WWW Version.
Dataset, Faces. Audio-visual database; Face recognition; Speech recognition; Visual variation BibRef
Colombo, A.[Alessandro], Cusano, C.[Claudio], Schettini, R.[Raimondo],
UMB-DB: A database of partially occluded 3D faces,
BenchFace11(2113-2119).
IEEE DOI Link
Dataset, Faces. BibRef
Somanath, G.[Gowri], Rohith, M.V., Kambhamettu, C.[Chandra],
VADANA: A dense dataset for facial image analysis,
BenchFace11(2175-2182).
IEEE DOI Link
Dataset, Faces. BibRef
Özcan, M.[Mert], Jie, L.[Luo], Ferrari, V.[Vittorio], Caputo, B.[Barbara],
A Large-Scale Database of Images and Captions for Automatic Face Naming,
BMVC11(xx-yy).
HTML Version.
Dataset, Faces. BibRef
Gupta, S.[Shalini], Castleman, K.R.[Kenneth R.], Markey, M.K.[Mia K.], Bovik, A.C.[Alan C.],
Texas 3D Face Recognition Database,
Southwest10(97-100).
IEEE DOI Link
Dataset, Faces. BibRef
Bastanfard, A.[Azam], Nik, M.A.[Melika Abbasian], Dehshibi, M.M.[Mohammad Mahdi],
Iranian Face Database with age, pose and expression,
ICMV07(50-55).
IEEE DOI Link
Dataset, Faces. BibRef
Denes, L.J., Metes, P., Liu, Y.,
Hyperspectral Face Database,
CMU-RI-TR-02-25, October, 2002.
WWW Version.
Dataset, Faces. BibRef
Face Recogniton Home Page,
Online2006.
WWW Version. Code, Face Recognition. Dataset, Faces. Listing of research groups, databases, and vendors. BibRef
Face Detection Home Page,
Online2007.
WWW Version. Code, Face Detection. Dataset, Faces. Listing of research groups, databases, and vendors. BibRef
BioID Face Database,
2006. Dataset, Faces.
WWW Version. See also HumanScan, BioID.
Mian, A.S.[Ajmal S.], Bennamoun, M.[Mohammed], Owens, R.A.[Robyn A.],
Three-Dimensional Model-Based Object Recognition and Segmentation in Cluttered Scenes,
PAMI(28), No. 10, October 2006, pp. 1584-1601.
IEEE DOI Link
Dataset, 3-D Data.
HTML Version. And
HTML Version. BibRef
Earlier:
3D Recognition and Segmentation of Objects in Cluttered Scenes,
WACV05(I: 8-13).
IEEE DOI Link
BibRef
And:
Region-based Matching for Robust 3D Face Recognition,
BMVC05(xx-yy).
HTML Version.
BibRef
And:
Matching Tensors for Pose Invariant Automatic 3D Face Recognition,
SafeSecur05(III: 120-120).
IEEE DOI Link
BibRef
Earlier:
Performance analysis of an improved tensor based correspondence algorithm for automatic 3d modeling,
ICIP04(III: 1951-1954).
IEEE DOI Link
BibRef
And:
Matching Tensors for Automatic Correspondence and Registration,
ECCV04(Vol II: 495-505).
WWW Version.
Model range data with tensors. Match stored tensor representations. BibRef
Equinox: Human Identification at a Distance,
HID. 2006. IR images available. Face Recognition.
HTML Version. Dataset, Faces. See also Equinox Corporation.
Kostinger, M.[Martin], Wohlhart, P.[Paul], Roth, P.M.[Peter M.], Bischof, H.[Horst],
Annotated Facial Landmarks in the Wild: A large-scale, real-world database for facial landmark localization,
BenchFace11(2144-2151).
IEEE DOI Link
Dataset, Faces, Features. BibRef
Dago-Casas, P.[Pablo], Gonzalez-Jimenez, D.[Daniel], Yu, L.L.[Long Long], Alba-Castro, J.L.[Jose Luis],
Single- and cross- database benchmarks for gender classification under unconstrained settings,
BenchFace11(2152-2159).
IEEE DOI Link
Dataset, Faces. BibRef
Schneiderman, H.[Henry], Kanade, T.[Takeo],
A Statistical Method for 3D Object Detection Applied to Faces and Cars,
CVPR00(I: 746-751).
IEEE DOI Link
BibRef
And:
A Histogram-based Method for Detection of Faces and Cars,
ICIP00(Vol III: 504-507).
IEEE Abstract.
BibRef
And:
Frontal Face Images,
WWW Version. Dataset, Faces. Combined CMU MIT face dataset. BibRef
CMU Profile Face Images,
2000.
HTML Version. Dataset, Faces.
Frejlichowski, D.[Dariusz], Tyszkiewicz, N.[Natalia],
The West Pomeranian University of Technology Ear Database: A Tool for Testing Biometric Algorithms,
ICIAR10(II: 227-234).
Springer DOI Link
Dataset, Biometrics. BibRef
O'Toole, A.J.[Alice J.], Harms, J.[Joshua], Snow, S.L.[Sarah L.], Hurst, D.R.[Dawn R.], Pappas, M.R.[Matthew R.], Ayyad, J.H.[Janet H.], Abdi, H.[Herve],
A Video Database of Moving Faces and People,
PAMI(27), No. 5, May 2005, pp. 812-816.
IEEE Abstract.
Dataset, Faces. Face database. BibRef
Language Independent Lip Reading,
2007.
HTML Version. Dataset, Lip Reading.
OuluVS database,
2009.
WWW Version. Dataset, Lip Reading.
Hadizadeh, H., Enriquez, M.J., Bajic, I.V.,
Eye-Tracking Database for a Set of Standard Video Sequences,
IP(21), No. 2, February 2012, pp. 898-903.
IEEE DOI Link
Dataset, Eye Tracking. BibRef
Fox, N.A.[Niall A.], O'Mullane, B.A.[Brian A.], Reilly, R.B.[Richard B.],
VALID: A New Practical Audio-Visual Database, and Comparative Results,
AVBPA05(777).
Springer DOI Link
WWW Version.
Dataset, Faces. BibRef
Sharma, P.[Prag], Reilly, R.B.[Richard B.],
The UCD Colour Face Image Database for Face Detection,
Online1998.
WWW Version. Dataset, Faces. BibRef
Oulu-CASIA NIR&VIS facial expression database,
2008.
WWW Version. Dataset, Facial Expressions. 6 typical expressions from 80 subjects.
Matuszewski, B.J.[Bogdan J.], Quan, W.[Wei], Shark, L.K.[Lik-Kwan],
High-resolution comprehensive 3-D dynamic database for facial articulation analysis,
BenchFace11(2128-2135).
IEEE DOI Link
Dataset, Facial Expressions. BibRef
CMU Facial Expression Database ,
1999 Dataset, Faces. Dataset, Facial Expression.
HTML Version. Includes annotation.
Lucey, P.[Patrick], Cohn, J.F.[Jeffrey F.], Prkachin, K.M.[Kenneth M.], Solomon, P.E.[Patricia E.], Matthews, I.[Iain],
Painful data: The UNBC-McMaster shoulder pain expression archive database,
FG11(57-64).
IEEE DOI Link
Dataset, Facial Expression. BibRef
Lyons, M.J., Akamatsu, S., Kamachi, M., Gyoba, J.,
Coding Facial Expressions with Gabor Wavelets,
AFGR98(200-205).
IEEE DOI Link Dataset, Facial Expressions.
HTML Version. 213 images of 7 facial expressions, 10 Japanese female subjects. BibRef
The AR Face Database,
1998.
HTML Version. Or:
HTML Version. Dataset, Faces.
Sim, T.[Terence], Baker, S., Bsat, M.,
The CMU Pose, Illumination, and Expression Database,
PAMI(25), No. 12, December 2003, pp. 1615-1618.
IEEE Abstract.
Dataset, Faces. BibRef
Earlier:
The CMU Pose, Illumination, and Expression (PIE) Database of Human Faces,
AFGR02(46-51).
IEEE DOI Link
HTML Version.
BibRef
And: CMU-RI-TR-01-02, January, 2001.
HTML Version.
PDF Version.
Postscript Version.
HTML Version.
BibRef
Gross, R.[Ralph], Matthews, I.[Iain], Cohn, J.F.[Jeffrey F.], Kanade, T.[Takeo], Baker, S.[Simon],
Multi-PIE,
IVC(28), No. 5, May 2010, pp. 807-813.
Elsevier DOI Link
WWW Version.
Dataset, Faces. BibRef
Earlier: FG08(1-8).
IEEE DOI Link
Face database; Face recognition across pose; Face recognition across illumination; Face recognition across expression See also CMU Pose, Illumination, and Expression Database, The. BibRef
Kanade, T.[Takeo], Cohn, J.F.[Jeffrey F.], Tian, Y.L.[Ying-Li],
Comprehensive Database for Facial Expression Analysis,
AFGR00(46-53).
IEEE DOI Link
Dataset, Faces. Dataset, Expressions. BibRef
Wang, S., Liu, Z., Lv, S., Lv, Y., Wu, G., Peng, P., Chen, F., Wang, X.,
A Natural Visible and Infrared Facial Expression Database for Expression Recognition and Emotion Inference,
MultMed(12), No. 7, 2010, pp. 682-691.
IEEE DOI Link
Dataset, Facial Expressions. BibRef
Lucey, P.[Patrick], Cohn, J.F.[Jeffrey F.], Kanade, T.[Takeo], Saragih, J.M.[Jason M.], Ambadar, Z.[Zara], Matthews, I.[Iain],
The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression,
CVPR4HB10(94-101).
IEEE DOI Link
Dataset, Facial Expressions. BibRef
Sneddon, I., McRorie, M., McKeown, G., Hanratty, J.,
The Belfast Induced Natural Emotion Database,
AffCom(3), No. 1, 2012, pp. 32-41.
IEEE DOI Link
Dataset, Emotions. BibRef
Bourdev, L.[Lubomir], and Malik, J.[Jitendra],
H3D Dataset,
2009. Dataset, Humans.
WWW Version. Annotated human images. BibRef
van der Aa, N.P., Luo, X., Giezeman, G.J., Tan, R.T., Veltkamp, R.C.,
UMPM benchmark: A multi-person dataset with synchronized video and motion capture data for evaluation of articulated human motion and interaction,
HICV11(1264-1269).
IEEE DOI Link
Dataset, Human Pose. BibRef
Fanelli, G., Gall, J., Romsdorfer, H., Weise, T., Van Gool, L.J.,
A 3-D Audio-Visual Corpus of Affective Communication,
MultMed(12), No. 6, 2010, pp. 591-598.
IEEE DOI Link
Dataset, Gestures. BibRef
Buehler, P.[Patrick], Everingham, M.R.[Mark R.], Huttenlocher, D.P.[Daniel P.], Zisserman, A.[Andrew],
Upper Body Detection and Tracking in Extended Signing Sequences,
IJCV(95), No. 2, November 2011, pp. 180-197.
WWW Version.
BibRef
Earlier:
Long Term Arm and Hand Tracking for Continuous Sign Language TV Broadcasts,
BMVC08(xx-yy).
PDF Version.
PDF Version. Data available. Dataset, Sign Language.
HTML Version.
BibRef
The BANCA Database,
2007.
WWW Version. Dataset, Biometrics.
Ortega-Garcia, J., Fierrez-Aguilar, J., Simon, D., Gonzalez, J., Faundez-Zanuy, M., Espinosa, V., Satue, A., Hernaez, I., Igarza, J.J., Vivaracho, C., Escudero, D., Moro, Q.I.,
MCYT baseline corpus: a bimodal biometric database,
VISP(150), No. 6, December 2003, pp. 395-401.
IEEE Abstract.
Dataset, Biometrics. BibRef
Fierrez-Aguilar, J.[Julian], Ortega-Garcia, J.[Javier], Toledano, D.T.[Doroteo Torre], Gonzalez-Rodriguez, J.[Joaquin],
Biosec baseline corpus: A multimodal biometric database,
PR(40), No. 4, April 2007, pp. 1389-1392.
WWW Version.
Dataset, Biometrics. Multimodal; Biometrics; Authentication; Verification; Database; Performance; Fingerprint; Iris; Face; Voice BibRef
Ortega-Garcia, J.[Javier], Fierrez, J.[Julian], Alonso-Fernandez, F.[Fernando], Galbally, J.[Javier], Freire, M.R.[Manuel R.], Gonzalez-Rodriguez, J.[Joaquin], Garcia-Mateo, C.[Carmen], Alba-Castro, J.L.[Jose-Luis], Gonzalez-Agulla, E.[Elisardo], Otero-Muras, E.[Enrique], Garcia-Salicetti, S.[Sonia], Allano, L.[Lorene], Ly-Van, B.[Bao], Dorizzi, B.[Bernadette], Kittler, J.V.[Josef V.], Bourlai, T.[Thirimachos], Poh, N.[Norman], Deravi, F.[Farzin], Ng, M.N.R.[Ming N. R.], Fairhurst, M.C.[Michael C.], Hennebert, J.[Jean], Humm, A.[Andreas], Tistarelli, M.[Massimo], Brodo, L.[Linda], Richiardi, J.[Jonas], Drygajlo, A.[Andrezj], Ganster, H.[Harald], Sukno, F.M.[Federico M.], Pavani, S.K.[Sri-Kaushik], Frangi, A.[Alejandro], Akarun, L.[Lale], Savran, A.[Arman],
The Multiscenario Multienvironment BioSecure Multimodal Database (BMDB),
PAMI(32), No. 6, June 2010, pp. 1097-1111.
IEEE DOI Link
Dataset, Biometrics. Withing the Europens BioSecure framework. 600 individuals. Acquired over internet, in office, and indoor/outdoor with portable hardware. Audio/Video data, signature, fingerprint. BibRef
Zafeiriou, S.[Stefanos], Hansen, M.[Mark], Atkinson, G.[Gary], Argyriou, V.[Vasileios], Petrou, M.[Maria], Smith, M.[Melvyn], Smith, L.[Lyndon],
The Photoface database,
Biometrics11(132-139).
IEEE DOI Link
Dataset, Faces. BibRef
Nizami, H., Adkins-Hill, J.P., Zhang, Y.[Yong], Sullins, J.R., McCullough, C., Canavan, S., Yin, L.J.[Li-Jun],
A biometric database with rotating head videos and hand-drawn face sketches,
BTAS09(1-6).
IEEE DOI Link
Dataset, Biometrics. BibRef
Messer, K., Matas, J., Kittler, J.V., Luettin, J., Maitre, G.,
XM2VTSDB: The Extended M2VTS Database,
AVBPA99(xx-yy).
WWW Version. Dataset, Biometrics. 4 versions of 295 subjects. BibRef
UBIRIS database,
2007, Department of Computer Science, University of Beira Interior, Portugal.
WWW Version. Dataset, Iris Images. The enhanced version is available only for the Iris Segmentation Contest. 241 subjects, 1877 images.
CASIA Iris Image Database,
2007, Chinese Academy of Sciences.
HTML Version. Dataset, Iris Images. Various versions. Version 3. 60 subjects, 2400 images.
NIST ICE Iris Image Database,
2007, NIST.
WWW Version. Dataset, Iris Images. 132 subjects, 2953 images. For an update: See also Iris Recognition Database.
Iris Recognition Database,
2007
HTML Version. Dataset, Iris Images. Derived from University of Bath See also University of of Bath. in association with Smart Sensors Ltd. See also Smart Sensors Limited. High resolution images, 20 each eye for 800 people.
Iris Recognition Database,
2009
HTML Version. Dataset, Iris Images. ND-IRIS-0405. A superset of ICE2005 and ICE2006 datasets. ( See also NIST ICE Iris Image Database. ) 64,980 iris images from 712 irises of 356 human subjects. From the Notre Dame group. See also University of Notre Dame.
Dobe, M.[Michal], and Machala, L.[Libor],
Iris Database,
Online2006
WWW Version. Dataset, Iris Images. The database used for: See also Human eye localization using the modified Hough transform. See also Human Eye Iris Recognition Using the Mutual Information. BibRef
Proenca, H.[Hugo], Filipe, S.[Silvio], Santos, R.[Ricardo], Oliveira, J.[Joao], Alexandre, L.A.[Luis A.],
The UBIRIS.v2: A Database of Visible Wavelength Iris Images Captured On-the-Move and At-a-Distance,
PAMI(32), No. 8, August 2010, pp. 1529-1535.
IEEE DOI Link
Dataset, Iris Recognition.
WWW Version. Visible wavelength, 4-8 meters distance, people moving. BibRef
Petrovska-Delacretaz, D., Lelandais, S., Colineau, J., Chen, L.M., Dorizzi, B., Ardabilian, M., Krichen, E., Mellakh, M.A., Chaari, A., Guerfi, S., d'Hose, J., Ben Amor, B.[Boulbaba],
The IV2 Multimodal Biometric Database (Including Iris, 2D, 3D, Stereoscopic, and Talking Face Data), and the IV2-2007 Evaluation Campaign,
BTAS08(1-7).
IEEE DOI Link
Dataset, Iris Recognition. BibRef
Maltoni, D.[Davide], Maio, D.[Dario], Jain, A.K.[Anil K.], Prabhakar, S.[Salil],
Handbook of Fingerprint Recognition,
Springer2009. ISBN: 978-1-84882-253-5 Second Edition.
WWW Version.
BibRef
Earlier: Springer-VerlagNew York, 2003
WWW Version. Survey, Fingerprints. Dataset, Fingerprints. The new edition is greatly expanded. Algorithms, evaluations, sensors, standards, security. Buy this book: Handbook of Fingerprint Recognition
BibRef
Maio, D., Maltoni, D.[Davide], Cappelli, R.[Raffaele], Wayman, J.L., Jain, A.K.,
FVC2000: Fingerprint Verification Competition,
PAMI(24), No. 3, March 2002, pp. 402-412.
IEEE DOI Link
Dataset, Fingerprints. BibRef
Earlier:
Invited Paper: FVC2000: Fingerprint Verification Competition,
ICPR00(Vol IV: No paper).
BibRef
Wilson, C.L., Watson, C.I.,
NIST Special Database 4, Fingerprint Database,
NISTIRMarch 1992.
WWW Version. Dataset, Fingerprints. BibRef
Wang, Q., Li, S.Y.,
Database of human segmented images and its application in boundary detection,
IET-IPR(6), No. 3, 2012, pp. 222-229.
WWW Version.
Dataset, Segmentation. BibRef
Validation and Verification of Neural Network Systems,
2006. Dataset, Segmentation.
HTML Version. Annotated data.
LHI Segmentation Dataset,
Subset of larger dataset. Online2008
HTML Version. Dataset, Segmentation. See also Lotus Hill Institute. BibRef
Barnard, K.[Kobus], Fan, Q.F.[Quan-Fu], Swaminathan, R.[Ranjini], Hoogs, A.[Anthony], Collins, R.[Roderic], Rondot, P.[Pascale], Kaufhold, J.[John],
Evaluation of Localized Semantics: Data, Methodology, and Experiments,
IJCV(77), No. 1-3, May 2008, pp. 199-217.
Springer DOI Link
Dataset, Segmentation. Dataset with hand segmentations.
WWW Version. BibRef
Arbelaez, P.[Pablo], Fowlkes, C.C.[Charless C.], and Martin, D.R.[David R.],
The Berkeley Segmentation Dataset and Benchmark,
Online2007. Dataset, Segmentation. Code, Segmentation.
WWW Version. The updated code and data for the earlier paper. See also Database of Human Segmented Natural Images and its Application to Evaluating Segmentation Algorithms and Measuring Ecological Statistics, A. BibRef
Anke, B.[Bellmann], Olaf, H.[Hellwich], Volker, R.[Rodehorst], Ulas, Y.[Yilmaz],
A Benchmark Dataset for Performance Evaluation of Shape-from-X Algorithms,
ISPRS08(B3b: 67 ff).
PDF Version.
Dataset, Shape from X. BibRef
Narasimhan, S.G.[Srinivasa G.], Wang, C.[Chi], Nayar, S.K.[Shree K.],
All the Images of an Outdoor Scene,
ECCV02(III: 148 ff.).
HTML Version.
PDF Version.
Dataset, Outdoor Scene. A database of the same location every hour for 5 months. Registered and calibrated.
WWW Version. for the database. BibRef
Grosse, R.[Roger], Johnson, M.K.[Micah K.], Adelson, E.H.[Edward H.], Freeman, W.T.[William T.],
Ground truth dataset and baseline evaluations for intrinsic image algorithms,
ICCV09(2335-2342).
IEEE DOI Link
Dataset, Shading. For shading and reflectance computations. BibRef
Scharstein, D.[Daniel], Szeliski, R.S.[Richard S.],
A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms,
IJCV(47), No. 1-3, April-June 2002, pp. 7-42.
WWW Version.
Code, Stereo. Dataset, Stereo. The data sets and code are also available:
WWW Version. BibRef
Janoch, A.[Allison], Karayev, S.[Sergey], Jia, Y.Q.[Yang-Qing], Barron, J.T.[Jonathan T.], Fritz, M.[Mario], Saenko, K.[Kate], Darrell, T.J.[Trevor J.],
A category-level 3-D object dataset: Putting the Kinect to work,
ConDepth11(1168-1174).
IEEE DOI Link
Dataset, Stereo. Color and depth pairs. BibRef
Browatzki, B.[Bjorn], Fischer, J.[Jan], Graf, B.[Birgit], Bulthoff, H.H.[Heinrich H.], Wallraven, C.[Christian],
Going into depth: Evaluating 2D and 3D cues for object classification on a new, large-scale object dataset,
ConDepth11(1189-1195).
IEEE DOI Link
Dataset, Stereo. BibRef
Haeusler, R.[Ralf], Klette, R.[Reinhard],
Benchmarking Stereo Data (Not the Matching Algorithms),
DAGM10(383-392).
Springer DOI Link
Dataset, Stereo. BibRef
Janowski, A., Sawicki, P., Szulwic, J.,
Internet database for photogrammetric close range applications,
IEVM06(xx-yy).
PDF Version.
Dataset, Photogrammetry. BibRef
CVLab dense multi-view stereo image database,
2010
HTML Version. Dataset, Stereo. Multiple views, ground level, of buildings
IS-3D: Data,
2008.
HTML Version. Dataset, Stereo. Multiple views of various structures.
Gauglitz, S.[Steffen], Höllerer, T.[Tobias], Turk, M.[Matthew],
Evaluation of Interest Point Detectors and Feature Descriptors for Visual Tracking,
IJCV(94), No. 3, September 2011, pp. 335-360.
WWW Version.
WWW Version.
Dataset, Tracking. Present a dataset with ground truth for evaluation. And evaluation of camera tracking. BibRef
CUReT: Columbia-Utrecht Reflectance and Texture Database,
2006. Dataset, Texture.
WWW Version.
Texture Data,
2006. Dataset, Texture.
WWW Version.
Outex: New framework for empirical evaluation of texture analysis algorithms,
2006. Dataset, Texture.
WWW Version.
Texure Image Data,
2006. Dataset, Texture.
WWW Version. A variety of texture datasets. Includes Brodatz.
The KTH-TIPS and KTH-TIPS2 image databases,
2006. Dataset, Texture.
WWW Version. Textures under varying illumination, pose and scale. Extension of: See also CUReT: Columbia-Utrecht Reflectance and Texture Database.
TILDA: Textile Texture Database,
1996. Dataset, Texture.
WWW Version.
MIT Texture Data,
1995. Dataset, Texture.
HTML Version.
Lee, S.K.[Seung-Kyu], Liu, Y.X.[Yan-Xi],
PSU Near-Regular Texture Database,
OnlinePSU, 2005.
WWW Version. Dataset, Texture. BibRef
Total found: 249