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2D Pose Estimation

detective pose

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 90 papers

Title	Date	Tasks	Status	Hype
Sapiens: Foundation for Human Vision Models	Aug 22, 2024	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	9
Mamba: Linear-Time Sequence Modeling with Selective State Spaces	Dec 1, 2023	2D Pose EstimationCommon Sense Reasoning	CodeCode Available	6
SuperAnimal pretrained pose estimation models for behavioral analysis	Mar 14, 2022	2D Pose EstimationAnimal Pose Estimation	CodeCode Available	5
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields	Nov 24, 2016	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	3
DETRPose: Real-time end-to-end transformer model for multi-person pose estimation	Jun 16, 2025	2D Pose EstimationDecoder	CodeCode Available	2
A Graph-Based Approach for Category-Agnostic Pose Estimation	Nov 29, 2023	2D Pose EstimationAnimal Pose Estimation	CodeCode Available	2
X-Pose: Detecting Any Keypoints	Oct 12, 2023	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	2
Pose for Everything: Towards Category-Agnostic Pose Estimation	Jul 21, 2022	2D Pose EstimationCategory-Agnostic Pose Estimation	CodeCode Available	2
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields	Dec 18, 2018	2D Pose EstimationKeypoint Detection	CodeCode Available	2
Edge Weight Prediction For Category-Agnostic Pose Estimation	Nov 25, 2024	2D Pose EstimationAnimal Pose Estimation	CodeCode Available	1

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All datasets iRodent MP-100 300W Animal Kingdom Desert Locust HARPER Human3.6M MacaquePose Vinegar Fly

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	fine-tuned HRNetw32 pretrained on SuperAnimal (1 fac of data)	Average mAP	72.97	—	Unverified
2	fine-tuned HRNetw32 pretrained on AP-10K (1 fac of data)	Average mAP	61.64	—	Unverified
3	fine-tuned HRNetw32 pretrained on SuperAnimal (0.01 fac of data)	Average mAP	60.85	—	Unverified
4	fine-tuned HRNetw32 pretrained on ImageNet	Average mAP	58.86	—	Unverified
5	zero-shot HRNet-w32 pretrained on SuperAnimal-Quadruped	Average mAP	58.56	—	Unverified
6	zero-shot AnimalTokenPose pretrained on AP-10K	Average mAP	55.42	—	Unverified
7	fine-tuned HRNetw32 pretrained on AP-10K (0.01 fac of data)	Average mAP	43.14	—	Unverified
8	zero-shot HRNet-w32 pretrained on AP-10K	Average mAP	40.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CapeLLM	Mean PCK@0.2 - 1shot	92.6	—	Unverified
2	CapeX	Mean PCK@0.2 - 1shot	91.5	—	Unverified
3	EdgeCape	Mean PCK@0.2 - 1shot	89.01	—	Unverified
4	PoseAnything-T	Mean PCK@0.2 - 1shot	87.47	—	Unverified
5	CapeFormer	Mean PCK@0.2 - 1shot	85.31	—	Unverified
6	POMNet	Mean PCK@0.2 - 1shot	79.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPose	Mean PCK@0.2	99.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPose	Mean PCK@0.2	96.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPose	Mean PCK@0.2	99.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HRNet	PCK	868	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniHCP (finetune)	EPE	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPose	AP	79.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPose	Mean PCK@0.2	99.9	—	Unverified