Sanja Fidler
Useful code
Conditional Random Field (CRF) inference and learning method and code by Alex Schwing, Tamir    Hazan, and Raquel Urtasun
Code for object detection with a Deformable part-based model (DPM) by Ross Girshick, Pedro    Felzenswalb, David McAllister, and Deva Ramanan
Code for bottom-up object segmentation called CPMC by Joao Carreira and Cristian Sminchisescu
Lots of useful code related to 3D scene understanding for autonomous driving by Andreas Geiger
Code for articulated pose estimation with Flexible Mixtures of Parts by Yi Yang and Deva Ramanan
Code for object detection (unfortunately no training code) with Poselets by Lubomir Bourdev,    Subhransu Maji, Thomas Brox, and Jitendra Malik
Superpixel method and code by Pablo Arbelaez, Michael Maire, Charless Fowlkes, and Jitendra Malik
SLIC superpixel code by Radhakrishna Achanta, Appu Shaji, Kevin Smith, Aurelien Lucchi, Pascal    Fua, and Sabine Süsstrunk
Xiaofeng Ren has lots of useful code including discriminative contour detection, kernel descriptors    and labeling RGB-D scenes
RGB-D Kernel Descriptors code by Liefeng Bo, Xiaofeng Ren and Dieter Fox
Scene classification method and code by Jianxiong Xiao, James Hays, Krista A. Ehinger, Aude Oliva,    and Antonio Torralba
Andrea Vedaldi and Brian Fulkerson's VLFeat (link to paper) contains implementations of lots of    popular computer vision features and techniques
Koen Van de Sande has software for a variety of color descriptors
Nice datasets
PASCAL VOC challenge for generic object recognition, detection and segmentation by Marc    Everingham, Luc Van Gool, Chris Williams, John Winn, and Andrew Zisserman
   Keypoint and foreground mask annotations for all object classes
made available by Lubomir    Bourdev, Subhransu Maji, Thomas Brox, and Jitendra Malik
   Attribute annotations for category person in PASCAL VOC 2010 made available by Lubomir Bourdev,    Subhransu Maji, and Jitendra Malik
Autonomous driving dataset called KITTI by Andreas Geiger, Philip Lenz and Raquel Urtasun
NYUv2 dataset for indoor scene segmentation from RGB-D data by Nathan Silberman, Pushmeet    Kohli, Derek Hoiem, and Rob Fergus
Sintel Flow dataset by Daniel Butler, Jonas Wulff, Garrett Stanley, and Michael Black
UIUC Pascal Sentences dataset (link to paper) by Ali Farhadi, Mohsen Hejrati, Amin Sadeghi, Peter    Young, Cyrus Rashtchian, Julia Hockenmaier, and David Forsyth
ImageNet dataset for large-scale object classification and detection by Jia Deng, Kai Li, Alex Berg,    and Fei-Fei Li
LabelMe online annotation tool and object segmentation dataset by Brian Russell, Antonio Torralba,    Kevin Murphy, and Bill Freeman
Dataset for room layout estimation by Varsha Hedau, Derek Hoiem, and David Forsyth
Monocular indoor dataset with 3D cuboid object annotation (link to paper) by Varsha Hedau, Derek    Hoiem, and David Forsyth
SUN large-scale scene recognition dataset by Jianxiong Xiao, James Hays, Krista A. Ehinger, Aude    Oliva, and Antonio Torralba
Dataset for pose estimation and clothing parsing (link to paper) by Kota Yamaguchi, Hadi Kiapour,    Luis Ortiz, and Tamara Berg
MSRC-21 generic object class segmentation dataset (link to paper) and split by Jamie Shotton, John    Winn, Carsten Rother, and Antonio Criminisi