Pose Tracking

Pose Tracking is the task of estimating multi-person human poses in videos and assigning unique instance IDs for each keypoint across frames. Accurate estimation of human keypoint-trajectories is useful for human action recognition, human interaction understanding, motion capture and animation.

Source: LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 191 papers

Title	Date	Tasks	Status	Hype	Score
Temporally Guided Articulated Hand Pose Tracking in Surgical Videos	Jan 12, 2021	Action RecognitionHand Pose Estimation	CodeCode Available	1	5
OpenApePose: a database of annotated ape photographs for pose estimation	Nov 30, 2022	Pose EstimationPose Tracking	CodeCode Available	1	5
An Event-based Algorithm for Simultaneous 6-DOF Camera Pose Tracking and Mapping	Jan 2, 2023	Pose Tracking	CodeCode Available	0	5
Event-based Camera Pose Tracking using a Generative Event Model	Oct 7, 2015	Camera LocalizationEvent-based vision	CodeCode Available	0	5
PoseTrack: Joint Multi-Person Pose Estimation and Tracking	Nov 23, 2016	Multi-Person Pose EstimationMulti-Person Pose Estimation and Tracking	CodeCode Available	0	5
PoseTrack: A Benchmark for Human Pose Estimation and Tracking	Oct 27, 2017	Activity RecognitionMulti-Person Pose Estimation	CodeCode Available	0	5
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with Dementia	Aug 22, 2023	Pose Tracking	CodeCode Available	0	5
Pose Flow: Efficient Online Pose Tracking	Feb 3, 2018	Pose Tracking	CodeCode Available	0	5
POSE-ID-on—A Novel Framework for Artwork Pose Clustering	Apr 11, 2021	ClusteringPose Tracking	CodeCode Available	0	5
Multigrid Predictive Filter Flow for Unsupervised Learning on Videos	Apr 2, 2019	Optical Flow EstimationPose Tracking	CodeCode Available	0	5

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All datasets PoseTrack2017 PoseTrack2018 Multi-Person PoseTrack

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DetTrack	MOTA	64.09	—	Unverified
2	KeyTrack	MOTA	61.15	—	Unverified
3	LightTrack	MOTA	58.01	—	Unverified
4	HRNet-W48 COCO	MOTA	57.93	—	Unverified
5	MSRA (FlowTrack)	MOTA	57.81	—	Unverified
6	TML++ (MIPAL)	MOTA	54.46	—	Unverified
7	STAF	MOTA	53.81	—	Unverified
8	ProTracker	MOTA	51.82	—	Unverified
9	PoseFlow	MOTA	50.98	—	Unverified
10	PoseTrack	MOTA	48.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DetTrack	MOTA	64.3	—	Unverified
2	UniTrack	MOTA	63.5	—	Unverified
3	4DHumans + ViTDet	MOTA	61.9	—	Unverified
4	MSRA	MOTA	61.37	—	Unverified
5	TML++ (MIPAL)	MOTA	54.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoseTrack	MOTA	28.2	—	Unverified