Object Detection
Tutorials
ICCV 2015 Tutorial on Tools for Efficient Object Detection
Papers
Contextualizing Object Detection and Classification(CVPR2010)
paper: http://www.lv-nus.org/papers/2011/cvpr2010-context_final.pdf
DPM and DPM variants
Object detection with discriminatively trained part based models (DPM)
- paper: https://www.cs.berkeley.edu/~rbg/papers/Object-Detection-with-Discriminatively-Trained-Part-Based-Models–Felzenszwalb-Girshick-McAllester-Ramanan.pdf
- project page: http://www.cs.berkeley.edu/~rbg/latent/
- FAQ: http://people.cs.uchicago.edu/~rbg/latent/voc-release5-faq.html
- github: https://github.com/rbgirshick/voc-dpm
30hz object detection with dpm v5
- paper: http://web.engr.illinois.edu/~msadegh2/papers/DPM30Hz.pdf
- project page: http://vision.cs.illinois.edu/DPM30Hz/
- slides: http://web.engr.illinois.edu/~msadegh2/papers/DPM30Hz.pptx
The fastest deformable part model for object detection
- paper: http://www.cbsr.ia.ac.cn/users/jjyan/Fastest_DPM.pdf
- Result on FDDB: http://vis-www.cs.umass.edu/fddb/results.html
Fast, accurate detection of 100,000 object classes on a single machine
- paper: research.google.com/pubs/archive/41104.pdf
- paper: https://courses.cs.washington.edu/courses/cse590v/13au/40814.pdf
Integrating Context and Occlusion for Car Detection by Hierarchical And-or Model (ECCV 2014)
- homepage: http://www.stat.ucla.edu/~boli/projects/context_occlusion/context_occlusion.html
- paper: http://www.stat.ucla.edu/~boli/projects/context_occlusion/publications/CarAOG_ECCV2014.pdf
- code: http://www.stat.ucla.edu/~boli/projects/context_occlusion/publications/RGM_Release1.zip
Learning And-Or Models to Represent Context and Occlusion for Car Detection and Viewpoint Estimation
- homepage: http://www.stat.ucla.edu/~boli/projects/context_occlusion/context_occlusion.html
- arxiv: http://arxiv.org/abs/1501.07359
- code: http://www.stat.ucla.edu/~boli/projects/context_occlusion/publications/RGM_Release1.zip
