Awesome Papers for Object Detection
Object-Detection
CVPR 2019
Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression
https://arxiv.org/pdf/1902.09630.pdf
Feature Selective Anchor-Free Module for Single-Shot Object Detection
https://128.84.21.199/pdf/1903.00621.pdf
Bounding Box Regression with Uncertainty for Accurate Object Detection
https://github.com/yihui-he/KL-Loss
Augmentation for small object detection
https://arxiv.org/pdf/1902.07296.pdf
Augmentation for small object detection
https://arxiv.org/pdf/1902.07296.pdf
AAAI 2019
Object Detection based on Region Decomposition and Assembly
https://arxiv.org/pdf/1901.08225v1.pdf
M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network
https://arxiv.org/pdf/1811.04533.pdf
CVPR 2018
Focal Loss for Dense Object Detection
https://arxiv.org/pdf/1708.02002.pdf
Cascade R-CNN: Delving into High Quality Object Detection
http://openaccess.thecvf.com/content_cvpr_2018/papers/Cai_Cascade_R-CNN_Delving_CVPR_2018_paper.pdf
ECCV 2018
Parallel Feature Pyramid Network for Object Detection
http://openaccess.thecvf.com/content_ECCV_2018/papers/Seung-Wook_Kim_Parallel_Feature_Pyramid_ECCV_2018_paper.pdf
NIPS 2018
SNIPER: Efficient Multi-Scale Training
http://papers.nips.cc/paper/8143-sniper-efficient-multi-scale-training.pdf
arXiv’ 18
YOLOv3: An Incremental Improvement https://pjreddie.com/media/files/papers/YOLOv3.pdf
CVPR 2017
YOLO9000: Better, Faster, Stronger
https://arxiv.org/pdf/1901.08225.pdf
Feature Pyramid Networks for Object Detection
http://openaccess.thecvf.com/content_cvpr_2017/papers/Lin_Feature_Pyramid_Networks_CVPR_2017_paper.pdf
ICCV 2017
Focal Loss for Dense Object Detection https://arxiv.org/pdf/1708.02002.pdf
Mask R-CNN http://openaccess.thecvf.com/content_ICCV_2017/papers/He_Mask_R-CNN_ICCV_2017_paper.pdf
CVPR 2016
You Only Look Once: Unified, Real-Time Object Detection
https://arxiv.org/pdf/1506.02640.pdf
Training Region-based Object Detectors with Online Hard Example Mining
https://arxiv.org/pdf/1604.03540.pdf
SSD: Single Shot MultiBox Detector
https://arxiv.org/pdf/1512.02325.pdf
NIPS 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks
https://arxiv.org/pdf/1605.06409.pdf
NIPS 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
https://papers.nips.cc/paper/5638-faster-r-cnn-towards-real-time-object-detection-with-region-proposal-networks.pdf
CVPR 2015
Fast R-CNN https://arxiv.org/pdf/1504.08083.pdf