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  • Shaoqing Ren, Kaiming He, Ross B. Girshick, Jian Sun
  • Computer Science, Medicine
  • IEEE Transactions on Pattern Analysis and Machine…
  • 2015 (First Publication: 4 June 2015)
  • State-of-the-art object detection networks depend on region proposal algorithms to hypothesize object locations. Advances like SPPnet and Fast R-CNN have reduced the running time of these detectionContinue Reading
  • Ross B. Girshick
  • Computer Science
  • IEEE International Conference on Computer Vision…
  • 2015 (First Publication: 29 April 2015)
  • This paper proposes a Fast Region-based Convolutional Network method (Fast R-CNN) for object detection. Fast R-CNN builds on previous work to efficiently classify object proposals using deepContinue Reading
  • Ross B. Girshick, Jeff Donahue, Trevor Darrell, Jagannath Malik
  • Computer Science
  • IEEE Conference on Computer Vision and Pattern…
  • 2014 (First Publication: 11 November 2013)
  • Object detection performance, as measured on the canonical PASCAL VOC dataset, has plateaued in the last few years. The best-performing methods are complex ensemble systems that typically combineContinue Reading
  • Pedro F. Felzenszwalb, Ross B. Girshick, David A. McAllester, Deva Ramanan
  • Computer Science, Medicine
  • IEEE Transactions on Pattern Analysis and Machine…
  • 2009 (First Publication: 1 September 2010)
  • We describe an object detection system based on mixtures of multiscale deformable part models. Our system is able to represent highly variable object classes and achieves state-of-the-art results inContinue Reading
  • Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross B. Girshick
  • Computer Science
  • IEEE International Conference on Computer Vision…
  • 2017 (First Publication: 20 March 2017)
  • We present a conceptually simple, flexible, and general framework for object instance segmentation. Our approach efficiently detects objects in an image while simultaneously generating a high-qualityContinue Reading
  • Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross B. Girshick
  • Computer Science, Medicine
  • IEEE Transactions on Pattern Analysis and Machine…
  • 2020 (First Publication: 1 February 2020)
  • We present a conceptually simple, flexible, and general framework for object instance segmentation. Our approach efficiently detects objects in an image while simultaneously generating a high-qualityContinue Reading