Object Detection

Slides
Video Lecture

References

  1. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal NetworksShaoqing Ren, Kaiming He, Ross Girshick, Jian Sun2015
  2. Microsoft COCO: Common Objects in ContextTsung-Yi Lin, Michael Maire, Serge Belongie, Lubomir Bourdev, Ross Girshick, James Hays, etal.2014
  3. Rich feature hierarchies for accurate object detection and semantic segmentationRoss Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik2013
  4. You Only Look Once: Unified, Real-Time Object DetectionJoseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi2015
  5. Objects as PointsXingyi Zhou, Dequan Wang, Philipp Krähenbühl2019
  6. End-to-End Object Detection with TransformersNicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, etal.2020
  7. Center-based 3D Object Detection and TrackingTianwei Yin, Xingyi Zhou, Philipp Krähenbühl2020
  8. Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3DJonah Philion, Sanja Fidler2020
  9. BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View RepresentationZhijian Liu, Haotian Tang, Alexander Amini, Xinyu Yang, Huizi Mao, Daniela Rus, Song Han2022