Winter 2011
Tentative list of topics
Below you may find a tentative list of topics. You may suggest to me (via email) other topics which are of interest to you and do not appear on the list below (please include a list of relevant papers).
You should wait for my formal confirmation before starting to work on a topic.
Direct link to many of the papers below can be found here
Recognition
M. Everingham, L. Van Gool, C.K.I. Williams, J. Winn, A. Zisserman.
IJCV 2010
Unbiased Look at Dataset Bias ,
A. Torralba, A. Efros.
CVPR 2011
1b) Pascal grand challenge
X. Zhou, K. Yu, T. Zhang, T.S. Huang.
ECCV 2010.
Object Detection with Discriminatively Trained Part-Based Models ,
P.F. Felzenszwalb, R.B. Girshick, D. McAllester, D. Ramanan.
PAMI 2010.
2) Human pose recognition – Sariel Ben-Arye
Jamie Shotton , Andrew Fitzgibbon, Mat Cook, Andrew Blake
CVPR 2011
Recovering 3D human pose from monocular images
Agarwal, A. and Triggs, B.
PAMI 2006
3a) Action recognition – Shay Perera
Jingen Liu
CVPR 2011
Human Action Recognition by Learning Bases of Action Attributes and Parts
Bangpeng Yao, Xiaoye Jiang, Aditya Khosla, Andy Lai Lin, Leonidas J. Guibas, Li Fei-Fei
ICCV 2011
3b) Action recognition – Avner Atias
William Brendel, Sinisa Todorovic
ICCV 2011
Cross-View Action Recognition via View Knowledge Transfer
Jingen Liu
CVPR 2011
Learning hierarchical spatio-temporal features for action recognition with independent subspace analysis.
Quoc Le, Will Zou , Serena Yeung, Andrew Ng
CVPR 2011
A “String of Feature Graphs” Model for Recognition of Complex Activities in Natural Videos
Utkarsh Gaur, Yingying Zhu, Bi Song, Amit Roy-Chowdhury
ICCV 2011
4) View selection – Marlene Schehada
Tobias Weyand, Bastian Leibe
ICCV 2011
Viewpoint-Aware Object Detection and Pose Estimation
Daniel Glasner, Meirav Galun, Sharon Alpert, Ronen Basri, Gregory Shakhnarovich
ICCV 2011
Selecting Canonical Views for View-based 3D Object Recognition.
T. Denton, M. Demirci, J. Abrahamson, A. Shokoufandeh, and S. Dickinson.
ICPR, 2004
Geometry
David Crandall, Andrew Owens, Noah Snavely, Daniel Huttenlocher,
CVPR 2011
Scene Reconstruction and Visualization from Internet Photo Collections: A Survey
Snavely, N.
IPSJ Transactions on Computer Vision and Applications
6) Image registration – Raz Nossek
Wen Yan Lin, Siying Liu, Yasuyuki Matsushita, Tian Tsong Ng
CVPR 2011
Constructing Image Panoramas using Dual-Homography Warping
J. Gao, S. J. Kim, M. S. Brown,
CVPR 2011
Mathematical utilities useful for computer vision
Barnes, C. and Shechtman, E. and Finkelstein, A. and Goldman, D.B.
SIGGRAPH 2009
Coherency Sensitive Hashing
Simon Korman, Shai Avidan
CVPR 2011
8a) Grouping and segmentation
J.M. Gonfaus, X. Boix, J. Van de Weijer, A. D. Bagdanov, J. Serrat, and J. Gonzàlez,
in CVPR 2010.
Michael Maire, Stella X. Yu, Pietro Perona
ICCV 2011
8b) Subspace clustering – Amir Adler
Robust Subspace Segmentation by Low Rank Representation
Guangcan Liu, Zhouchen Lin,Yong Yu
ICML 2010
Sparse Subspace Clustering
Ehsan Elhamifar, René Vidal
CVPR 2009
9) Compressed sensing
E.J. Candes, M.B. Wakin.
IEEE Signal Processing Magazine, March 2008.
Learning compressed sensing ,
Y. Weiss, H.S. Chang, W.T. Freeman.
Snowbird Learning Workshop, 2007.
Stable signal recovery from incomplete and inaccurate measurements ,
E. Candesy, J. Romberg, T. Tao.
Comm. Pure Appl. Math., August 2006.
Single-pixel imaging via compressive sampling ,
M. Duarte, M. Davenport, D. Takhar, J. Laska, T. Sun, K. Kelly, R. Baraniuk.
IEEE Signal Processing Magazine, March 2008.
Internal Statistics of a Single Natural Image.
M. Zontak and M. Irani,
CVPR 2011
10) Low-rank methods – Boris Kimelman
Yigang Peng, Arvind Balasubramanian, John Wright, Ma Yi
CVPR 2011
11) Denoising – Royi Avital
A Buades, B Coll, JM Morel –
SIAM Journal on Multiscale Modeling and Simulation, 2006
Image denoising by sparse 3-D transform-domain collaborative filtering
K Dabov, A Foi, V Katkovnik, K. Egiazarian.
IEEE Trans Image Processing, 2007
A Tour of Modern Image Processing.
P. Milanfar.
Invited feature article in review IEEE Signal Processing Magazine, 2010.
12) Computer vision and aesthetics – Dmitry Rudoy
Sagnik Dhar, Vicente Ordonez, Tamara L. Berg,
CVPR 2011
Exploring aesthetic principles of spatial composition through stock photography
Gardner, J.S. and Fowlkes, C. and Nothelfer, C. and Palmer, S.E.
Journal of Vision, 2008
Optimizing Photo Composition,
L. Liu, R. Chen, L. Wolf and D. Cohen-Or,
EUROGRAPHICS, 2010
13) Single Image Super-Resolution – Tomer Faktor
D. Glasner, S. Bagon, and M. Irani,
ICCV 2009.
J.Yang, J. Wright, T. Huang, and Y. Ma,
IEEE Trans Image Processing, 2010.
On Single Image Scale-Up using Sparse-Representations,
R. Zeyde, M. Elad, and M. Protter,
Curves & Surfaces, 2010.
Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity,
G.Yu, G. Sapiro, and S. Mallat,
submitted, 2010 (available at arxiv).
14) Large scale image retrieval – Dima Sezganov
R. Arandjelovic, A. Zisserman
ICCV 2011.
Image retrieval with geometry preserving visual phrases
Y. Zhang, Z. Jia, T. Chen
CVPR 2011
Spatial bag-of-features
Y. Cao, C. Wang, Z. Li, L. Zhang, L. Zhang
CVPR 2010
15) Video compression – Yehuda Dar
R. Gupta, S. Chaundhury
PAMI 2011.
3D models coding and morphing for efficient video compression
F. Galpin, R. Balter, L. Morin, K. Deguchi
CVPR 2004
16) Deblurring – Idan Ram
S. Cho, J. Wang, S. Lee
ICCV 2011.
Blind Motion Deblurring Using Image Statistics.
A. Levin.
NIPS 2006
Image and depth from a conventional camera with a coded aperture
A. Levin, R. Fergus, F. Durand, and W. T. Freeman.
SIGGRAPH 2007
Understanding and evaluating blind deconvolution algorithms.
A. Levin, Y. Weiss, F. Durand, W. T. Freeman
CVPR 2009.
Removing camera shake from a single photograph.
R. Fergus, B. Singh, A. Hertzmann, S. T. Roweis, and W. T. Freeman.
SIGGRAPH 2006
17) Shape reconstruction of transparent surfaces – Coral Moreno
N.J.W. Morris, K.N. Kutulakos
ICCV 2007.
Fluorescent Immersion Range Scanning
M.B. Hullin, M. Fuchs, I. Ihrke, H. Seidel, H.P.A. Lensch
SIGGRAPH 2008