Deep Object Detection
R-CNN to Faster R-CNN
R-CNN to Faster R-CNN
- R. Girshick, et al. "Rich feature hierarchies for accurate object detection and semantic segmentation." Proc. CVPR 2014. [pdf] [code]
- K. He, et al. "Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition." TPAMI 2015. [pdf] [code]
- R. Girshick. "Fast R-CNN." Proc. ICCV 2015. [pdf] [code]
- S. Ren, et al. "Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks." Proc. NIPS 2015. [pdf] [code]
- A. Shrivastava, et al. "Training Region-based Object Detectors with Online Hard Example Mining." Proc. CVPR 2016. [pdf] [code]
- J. Dai, et al. "R-FCN: Object Detection via Region-based Fully Convolutional Networks." Proc. NIPS 2016. [pdf] [code]
- J. Huang, et al. "Speed/accuracy trade-offs for modern convolutional object detectors." arXiv 2016. [pdf]
- L. Zhang, et al. "Is Faster R-CNN Doing Well for Pedestrian Detection?" Proc. ECCV 2016. [pdf] [code] [my review]
- K. He, et al. "Mask R-CNN." arXiv 2017. [pdf]
- Z. Li, C., G. Yu, X. Zhang, Y. Deng, J. Sun, "Light-Head R-CNN: In Defense of Two-Stage Object Detector." arXiv 2017. [pdf] [my review]
Vehicle detection
Vehicle detection
- Y. Xiang, et al. "Subcategory-aware Convolutional Neural Networks for Object Proposals and Detection." Proc. WACV 2017. [pdf]
- Z. Cai, et al. "A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection." Proc. ECCV 2016. [pdf] [code]
- Y. Zhou, et al. "DAVE: A Unified Framework for Fast Vehicle Detection and Annotation." Proc. ECCV 2016. [pdf] [dataset]
Face detection
Face detection
- C. Zhu, et al. "CMS-RCNN: Contextual Multi-Scale Region-based CNN for Unconstrained Face Detection." arXiv 2016. [pdf]
- J. Yu, et al. "UnitBox: An Advanced Object Detection Network" ACM MM 2016. [pdf]
- S. Zhang, et al. "S3FD: Single Shot Scale-invariant Face Detector." ICCV 2017. [pdf] [my review]
- M. Najibi, et al. "SSH: Single Stage Headless Face Detector." ICCV 2017. [pdf] [my review]