Pose Estimation on MPII Human Pose

138개 결과 · ⬇ CSV · JSON

PCKh-0.5

Rank	Model	PCKh-0.5	Extra Training Data	Paper	Code	Year
101	MSPN	92.6		Rethinking on Multi-Stage Networks for Human Pose Estimation	open-mmlab/mmpose · chenyilun95/tf-cpn · megvii-detection/MSPN · +4	2019
102	Spatial Context	92.5		Human Pose Estimation with Spatial Contextual Information		2019
103	HRNet-W32	92.3		Deep High-Resolution Representation Learning for Human Pose Estimation	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmpose · +36	2019
103	DLCM	92.3		Deeply Learned Compositional Models for Human Pose Estimation		2018
105	Multi-Scale Structure-Aware Network	92.1		Multi-Scale Structure-Aware Network for Human Pose Estimation		2018
106	Pyramid Residual Modules (PRMs)	92.0		Learning Feature Pyramids for Human Pose Estimation	bearpaw/PyraNet · wanggrun/Learning-Feature-Pyramids · wanggrun/Learning-Feature-Pyramids-For-COCO	2017
107	Chen et al. ICCV'17	91.9		Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation	rohitrango/Adversarial-Pose-Estimation · Mind23-2/MindCode-5	2017
108	Chou et al. arXiv'17	91.8		Self Adversarial Training for Human Pose Estimation	dongzhuoyao/jessiechouuu-adversarial-pose	2017
109	Multi-Context Attention	91.5		Multi-Context Attention for Human Pose Estimation	wbenbihi/hourglasstensorlfow · bearpaw/pose-attention	2017
109	Residual Hourglass +ASR+AHO	91.5		Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation		2018
111	DU-Net	91.2		Quantized Densely Connected U-Nets for Efficient Landmark Localization	zhiqiangdon/CU-Net	2018
111	Stacked hourglass + Inception-resnet	91.2		Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation	Guanghan/GNet-pose	2017
111	EfficientPose IV	91.2		EfficientPose: Scalable single-person pose estimation	daniegr/EfficientPose	2020
114	FPD	91.1		Fast Human Pose Estimation	ilovepose/fast-human-pose-estimation.pytorch	2018
115	Integral Regression	91.0		Integral Human Pose Regression	JimmySuen/integral-human-pose · strawberryfg/c2f-3dhm-human-caffe	2017
116	Stacked Hourglass Networks	90.9		Stacked Hourglass Networks for Human Pose Estimation	open-mmlab/mmpose · bearpaw/pytorch-pose · MandyMo/pytorch_HMR · +43	2016
117	DarkPose	90.6		Distribution-Aware Coordinate Representation for Human Pose Estimation	PaddlePaddle/PaddleDetection · open-mmlab/mmpose · leoxiaobin/deep-high-resolution-net.pytorch · +3	2019
118	TFPose(ResNet-50)	90.4	✓	TFPose: Direct Human Pose Estimation with Transformers		2021
119	Human Pose Estimation	89.7		Human pose estimation via Convolutional Part Heatmap Regression	1adrianb/human-pose-estimation	2016
119	Part heatmap regression (ResNet-152)	89.7		Human pose estimation via Convolutional Part Heatmap Regression	1adrianb/human-pose-estimation	2016
121	DSNTr ResNet-50@28px	89.5		Numerical Coordinate Regression with Convolutional Neural Networks	anibali/dsntnn · mansimane/WormML	2018
122	CU-Net	89.4		CU-Net: Coupled U-Nets	zhiqiangdon/CU-Net	2018
123	OpenPose	88.8		EfficientPose: Scalable single-person pose estimation	daniegr/EfficientPose	2020
124	Convolutional Pose Machines	88.52		Convolutional Pose Machines	CMU-Perceptual-Computing-Lab/openpose · open-mmlab/mmpose · shihenw/convolutional-pose-machines-release · +47	2016
124	ResNet-152 + intermediate supervision	88.52		DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model	eldar/pose-tensorflow · eldar/deepcut · yttrilab/b-soid · +13	2016
126	Dite-HRNet-30	87.6		Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation	ziyizhang27/dite-hrnet	2022
127	Tucker T-Net	87.5		T-Net: Parametrizing Fully Convolutional Nets with a Single High-Order Tensor		2019
128	CHPR	86.4		Compositional Human Pose Regression	anibali/h36m-fetch	2017
129	Lifshitz et al.	85.0		Human Pose Estimation using Deep Consensus Voting		2016
130	EfficientPose RT	84.8		EfficientPose: Scalable single-person pose estimation	daniegr/EfficientPose	2020
131	Matrix	82.5		Matrix and tensor decompositions for training binary neural networks		2019
132	DeepCut	82.40		DeepCut: Joint Subset Partition and Labeling for Multi Person Pose Estimation	eldar/deepcut · eldar/deepcut-cnn · gsoykan/deepercut-replication · +1	2015
132	QP2	82.4		Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians	peiyunh/rg-mpii	2015
134	Tompson et al.	82.0		Efficient Object Localization Using Convolutional Networks	cmu-enyac/Renofeation · yukitsuji/chainer_function	2014
135	x	81.3		Hierarchical binary CNNs for landmark localization with limited resources	1adrianb/binary-networks-pytorch	2018
135	IEF	81.3		Human Pose Estimation with Iterative Error Feedback	pulkitag/ief	2015
137	QP1	81.1		Bottom-Up and Top-Down Reasoning with Hierarchical Rectified Gaussians	peiyunh/rg-mpii	2015
138	Improved Binary Network (HourGlass)	80.9		Improved training of binary networks for human pose estimation and image recognition	1adrianb/binary-networks-pytorch	2019