Survey Papers / Repos

• Object Detection with Deep Learning: A Review [1807.05511]​

• Deep Learning for Generic Object Detection: A Survey [1809.02165]​

• Object Detection in 20 Years: A Survey [1905.05055]​

• ​hoya012/deep_learning_object_detection​

• ​amusi/awesome-object-detection​

Resources

• ​torchvision - object detection: official pytorch toolkit for vision

• ​open-mmlab/mmdetection: a marvellous open sourced lib with nearly all SOTA models

• ​facebookresearch/detectron2: detectron implemented in pytorch by Facebook

• ​TuSimple/simpledet: detection lib by TuSimple

• hardly used now (2019.11)

  • ​facebookresearch/Detectron​

  • ​facebookresearch/maskrcnn-benchmark​

Models

Two Stage (Region Proposal + ROI Head)

• Faster RCNN [1506.01497]​

• R-FCN [1605.06409]​

• Feature Pyramid Network [1612.03144]​

• Mask RCNN [1703.06870]​

• Cascade RCNN [1712.00726]​

• Hybrid Task Cascade [1901.07518]​

• HRNet [1908.07919]​

One Stage

• SSD [1512.02325]​

• YOLOv1 [1506.02640]​

• YOLOv2 [1612.08242]​

• RetinaNet (Focal Loss) [1708.02002]​

• YOLOv3 [1804.02767]​

• CornerNet [1808.01244]​

• CenterNet [1904.07850]​

• CenterNet [1904.08189]​

• EfficientDet [1911.09070]​

Others

• Online Hard Example Mining (OHEM)

• Mean Average Precision (mAP)

• Empirical Upper-bound in Object Detection and More [1911.12451]​

Datasets

• ​PASCAL VOC​

• ​COCO​

• ​Open Images Dataset​

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