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Pre-Deep Learning Papers

• Rapid object detection using a boosted cascade of simple features (2001) [Viola-Jones face]
• Distinctive Image Features from Scale-Invariant Keypoints (2004) [SIFT]
• SURF: Speeded Up Robust Features (2006)
• Random Features for Large-Scale Kernel Machines (2007)
• Space-time interest points (ICCV 2003)
• Recognizing action at a distance (ICCV 2003)
• A Discriminatively Trained, Multiscale, Deformable Part Model (CVPR 2008)
• Hamming Embedding and Weak Geometric Consistency for Large Scale Image Search (ECCV 2008)
• Semi-supervised On-Line Boosting for Robust Tracking (ECCV 2008)
• Building Rome in a Day (ICCV 2009)
• Attribute and Simile Classifiers for Face Verification (ICCV 2009)
• Improving the Fisher Kernel for Large-Scale Image Classification (ECCV 2010)
• Brief: Binary Robust Independent Elementary Features (ECCV 2010)
• Secrets of Optical Flow Estimation and Their Principles (CVPR 2010)
• Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design (ICML 2010)