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]
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)
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
Last updated