HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Pose Estimation On Leeds Sports Poses

평가 지표

PCK

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	PCK	Paper Title	Repository
Part heatmap regression (ResNet-152)	90.7%	Human pose estimation via Convolutional Part Heatmap Regression
Residual Hourglass + ASR + AHO	94.5%	Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation	-
UniPose	94.5%	UniPose: Unified Human Pose Estimation in Single Images and Videos
Soft-gated Skip Connections	94.8%	Toward fast and accurate human pose estimation via soft-gated skip connections
Convolutional Pose Machines	90.5%	Convolutional Pose Machines
OmniPose	99.5%	OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation
Mehta	75.7	Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision	-
Soft-argmax + contextual information	90.5%	Human Pose Regression by Combining Indirect Part Detection and Contextual Information
Pyramid Residual Modules (PRMs)	93.9%	Learning Feature Pyramids for Human Pose Estimation
Chen&Yuille, NIPS'14	73.4%	Articulated Pose Estimation by a Graphical Model with Image Dependent Pairwise Relations	-
Multi-Context Attention	92.6%	Multi-Context Attention for Human Pose Estimation
ResNet-152 + intermediate supervision	90.1%	DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model
Chou et al. arXiv'17	94%	Self Adversarial Training for Human Pose Estimation
DG-Net (T=4)	87.5%	Learning Dynamical Human-Joint Affinity for 3D Pose Estimation in Videos	-
Stacked hourglass + Inception-resnet	93.9%	Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation
VNect (ResNet 50)	79.4	VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera
Trajectory Space Factorization (F=25)	83.6	Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation
FPD	90.8%	Fast Human Pose Estimation

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