The truth about cats and dogs

Histograms of Oriented Gradients for Human Detection

2005 • 30,198 citations

The Pascal Visual Object Classes (VOC) Challenge

2009 • 16,797 citations

Object Detection with Discriminatively Trained Part-Based Models

2009 • 9,815 citations

Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories

2006 • 7,849 citations

Fast approximate energy minimization via graph cuts

2001 • 6,979 citations

A comparative study of texture measures with classification based on featured distributions

1996 • 6,593 citations

"GrabCut"

2004 • 5,631 citations

Learning to detect natural image boundaries using local brightness, color, and texture cues

2004 • 2,372 citations

Pictorial Structures for Object Recognition

2004 • 2,212 citations

TextonBoost: Joint Appearance, Shape and Context Modeling for Multi-class Object Recognition and Segmentation

2006 • 1,174 citations

Poselets: Body part detectors trained using 3D human pose annotations

2009 • 996 citations

"GrabCut"

2004 • 891 citations

Combined Object Categorization and Segmentation With an Implicit Shape Model

2004 • 828 citations

Multiple kernels for object detection

2009 • 768 citations

Learning object categories from Google's image search

2005 • 724 citations

Nonlinear Learning using Local Coordinate Coding

2009 • 706 citations

Decomposing a scene into geometric and semantically consistent regions

2009 • 693 citations

Using Multiple Segmentations to Discover Objects and their Extent in Image Collections

2006 • 641 citations

Objects in Context

2007 • 626 citations

Supervised Learning of Edges and Object Boundaries

2006 • 428 citations

Learning Spatial Context: Using Stuff to Find Things

2008 • 388 citations

Class-Specific, Top-Down Segmentation

2002 • 379 citations

Recognition using regions

2009 • 357 citations

Efficient Subwindow Search: A Branch and Bound Framework for Object Localization

2009 • 352 citations

What, Where and How Many? Combining Object Detectors and CRFs

2010 • 327 citations

OBJ CUT

2005 • 327 citations

Improvements of Object Detection Using Boosted Histograms

2006 • 169 citations

Learning to Combine Bottom-Up and Top-Down Segmentation

2006 • 167 citations

Harmony potentials for joint classification and segmentation

2010 • 158 citations

Cat Head Detection - How to Effectively Exploit Shape and Texture Features

2008 • 156 citations

3D LayoutCRF for Multi-View Object Class Recognition and Segmentation

2007 • 136 citations

Learning to Segment

2004 • 127 citations

Object recognition as ranking holistic figure-ground hypotheses

2010 • 105 citations

Improving adaptive skin color segmentation by incorporating results from face detection

2003 • 74 citations

Using Segmentation to Verify Object Hypotheses

2007 • 70 citations

Combining appearance models and Markov Random Fields for category level object segmentation

2008 • 66 citations

Stationary Features and Cat Detection

2008 • 64 citations

Connected Segmentation Tree — A joint representation of region layout and hierarchy

2008 • 52 citations

The PASCAL Visual Object Classes Challenge

2006 • 48 citations

Learning Class-Specific Edges for Object Detection and Segmentation

2006 • 43 citations

Classification aided two stage localization

2008 • 8 citations