Some datasets
MIT CSAIL
LabelMe
, open annotation tool
related tech report
PASCAL Visual Object Classes challenges (2005-2007)
Wordnet
Caltech101
Caltech256
TREC Video Retrieval Evaluation
Oxford buildings dataset
Photo-tourism patches
CMU Face databases
ETH-80
Graz 02
MIT Objects and Scenes
NYU NORB dataset
Columbia COIL
Oxford flowers dataset
SFU activity dataset (sports)
Princeton events dataset
Weizmann activity videos
Reuters
Dataset list from the Computer Vision Homepage
Image Parsing