Keypoint Detection on COCO test-dev

48개 결과 · ⬇ CSV · JSON

APM

Rank	Model	APM	APL	AP50	AP75	AR	AR50	AR75	ARM	Paper	Code	Year
1	HRNet*	73.4	83.1	92.7	84.5	82.0	–	–	–	Deep High-Resolution Representation Learning for Human Pose Estimation	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36	2019
2	Simple Base+*	73.0	82.7	92.4	84.0	81.5	95.8	88.2	77.4	Simple Baselines for Human Pose Estimation and Tracking	PaddlePaddle/PaddleDetection · open-mmlab/mmpose · osmr/imgclsmob · +24	2018
3	MSPN	72.3	81.5	93.4	83.8	81.6	96.3	88.1	77.5	Rethinking on Multi-Stage Networks for Human Pose Estimation	open-mmlab/mmpose · chenyilun95/tf-cpn · megvii-detection/MSPN · +4	2019
4	HRNet	71.9	81.5	92.5	83.3	80.5	–	–	–	Deep High-Resolution Representation Learning for Human Pose Estimation	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36	2019
5	Simple Base	70.3	80.0	91.9	81.1	79.0	–	–	–	Simple Baselines for Human Pose Estimation and Tracking	PaddlePaddle/PaddleDetection · open-mmlab/mmpose · osmr/imgclsmob · +24	2018
6	CPN+	69.5	78.1	91.7	80.9	79.0	95.1	85.9	74.8	Cascaded Pyramid Network for Multi-Person Pose Estimation	chenyilun95/tf-cpn · caiyuanhao1998/RSN · megvii-detection/MSPN · +2	2017
7	CPN	68.7	77.2	91.4	80.0	78.5	95.1	85.3	74.2	Cascaded Pyramid Network for Multi-Person Pose Estimation	chenyilun95/tf-cpn · caiyuanhao1998/RSN · megvii-detection/MSPN · +2	2017
8	OpenPifPaf	67.1	76.8	–	–	–	–	–	–	OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association	openpifpaf/openpifpaf · openpifpaf/openpifpafwebdemo · vita-epfl/openpifpaf · +3	2021
9	Simple Pose	66.8	70.5	–	–	72.1	88.2	–	–	Simple Pose: Rethinking and Improving a Bottom-up Approach for Multi-Person Pose Estimation	osmr/imgclsmob · hellojialee/Improved-Body-Parts · hellojialee/Multi-Person-Pose-using-Body-Parts · +5	2019
10	PifPaf (single-scale)	62.6	72.1	–	–	–	–	–	–	PifPaf: Composite Fields for Human Pose Estimation	thanhtrung98/human_pose_estimation · thanhtrung98/Pose_estimation	2019
11	G-RMI	62.3	70.0	85.5	71.3	69.7	88.7	75.5	64.4	Towards Accurate Multi-person Pose Estimation in the Wild		2017
12	AE	60.6	72.6	86.8	72.3	70.2	89.5	76.0	64.6	Associative Embedding: End-to-End Learning for Joint Detection and Grouping	open-mmlab/mmpose · princeton-vl/pose-ae-train · raymon-tian/hourglass-facekeypoints-detection · +2	2016
13	DirectPose (ResNet-101)	60.4	71.5	87.8	71.1	–	–	–	–	DirectPose: Direct End-to-End Multi-Person Pose Estimation	aim-uofa/adet · aim-uofa/AdelaiDet · idea-research/x-pose · +6	2019
14	Mask R-CNN	57.8	71.4	87.3	68.7	–	–	–	–	Mask R-CNN	tensorflow/models · facebookresearch/detectron2 · facebookresearch/detectron · +176	2017
15	CMU Pose	57.1	68.2	84.9	67.5	66.5	87.2	–	60.6	Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields	CMU-Perceptual-Computing-Lab/openpose · ZheC/Realtime_Multi-Person_Pose_Estimation · shihenw/convolutional-pose-machines-release · +58	2016
16	AlphaPose	–	81.5	–	–	–	–	–	–	RMPE: Regional Multi-person Pose Estimation	MVIG-SJTU/AlphaPose · osmr/imgclsmob · mindspore-ai/models · +11	2016
17	HRNet*	73.4	83.1	92.7	84.5	82.0	–	–	–	Deep High-Resolution Representation Learning for Human Pose Estimation	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36	2019
18	Simple Base+*	73.0	82.7	92.4	84.0	81.5	95.8	88.2	77.4	Simple Baselines for Human Pose Estimation and Tracking	PaddlePaddle/PaddleDetection · open-mmlab/mmpose · osmr/imgclsmob · +24	2018
19	MSPN	72.3	81.5	93.4	83.8	81.6	96.3	88.1	77.5	Rethinking on Multi-Stage Networks for Human Pose Estimation	open-mmlab/mmpose · chenyilun95/tf-cpn · megvii-detection/MSPN · +4	2019
20	HRNet	71.9	81.5	92.5	83.3	80.5	–	–	–	Deep High-Resolution Representation Learning for Human Pose Estimation	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36	2019