Computer Vision Datasets

Detection Classification Recognition Tracking Segmentation Action Event
PASCAL VOC dataset

ImageNet Challenge

MIT Pedestrian, MIT Face, MIT Car, and MIT Street dataset

Caltech, Caltech 101, and Caltech 256

INRIA Soccer Team, Horse, Person and Car Dataset

LabelMe dataset

UIUC Car Detection

CMU/VASC & PIE Face dataset

H3D Dataset

Yale Face dataset

BioID Face Detection Database

Daimler Pedestrian Detection Benchmark

BelgaLogos

FlickrBelgaLogos

FlickrLogos-32

TME Motorway Dataset
PASCAL VOC dataset

ImageNet Challenge

UCI Machine Learning Repository

Caltech, Caltech 101, and Caltech 256

Delve Datasets

15 Scene Category

Stanford Dogs Dataset

ETHZ Shape Classes

Flower classification data sets

Animals with attributes
MIT Indoor Scene Recognition

SCface

FGnet

FERET

PUT face

Labeled Faces in the Wild

Urban scene recognition

PubFig: Public Figures Face Database

YouTube Faces

MSRC-12: Kinect gesture data set

QMUL underGround Re-IDentification (GRID) Dataset

Person identification in TV series

ChokePoint Dataset
MIT Traffic Data Set

UCSB Visual Tracking

ETH Dataset

Pedestrian Mobile Scene Analysis

BIWI Walking Pedestrians dataset

"Central" Pedestrian Crossing Sequences

Head tracking

KIT AIS Dataset
PASCAL VOC dataset

LabelMe dataset

Berkeley Segmentation (BSDS500)

Weizmann horses

Saliency-based video segmentation

Crowd Segmentation Dataset

Segmentation evaluation database
UCF 50, 101, Sports Action, Aerial Action, YouTube Action

KTH Recognition of human actions

Hollywood Human Actions dataset

Actions as Space-Time Shapes

HMDB: 51 Actions

Action Similarity Labeling

MSR Action Recognition Datasets

Collective Activity Dataset

Olympic Sports Dataset

SDHA 2010
HAVIC

Flickr video

IACC

UIUC Sports Event

London Airport surveillance(AVSS i-Lids)

Action Bank

VPU Event
 

Computer Vision Textbooks

Computer Vision: Algorithms and Applications, by Richard Szeliski, Springer, 2010.

Computer Vision: A Modern Approach, by D.A. Forsyth and J. Ponce, Prentice Hall, 2002.