Detection

detection (shall including semantic, panoptic segmentation)

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