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 71–80 of 191 papers

Title	Date	Tasks	Status	Hype
Counter-Hypothetical Particle Filters for Single Object Pose Tracking	May 28, 2023	6D Pose EstimationObject	—Unverified	0
Design, Implementation and Evaluation of an External Pose-Tracking System for Underwater Cameras	May 7, 2023	Pose TrackingSimultaneous Localization and Mapping	—Unverified	0
Event-based Camera Tracker by t NeRF	Apr 7, 2023	Camera Pose EstimationNeRF	—Unverified	0
Markerless 3D human pose tracking through multiple cameras and AI: Enabling high accuracy, robustness, and real-time performance	Mar 31, 2023	3D Human Pose TrackingPose Estimation	—Unverified	0
Human from Blur: Human Pose Tracking from Blurry Images	Mar 30, 2023	DeblurringImage Deblurring	—Unverified	0
Multimodal video and IMU kinematic dataset on daily life activities using affordable devices (VIDIMU)	Mar 27, 2023	Activity RecognitionHuman Activity Recognition	CodeCode Available	1
GarmentTracking: Category-Level Garment Pose Tracking	Mar 24, 2023	Pose Tracking	CodeCode Available	1
BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown Objects	Mar 24, 2023	3D Object Detection3D Object Tracking	CodeCode Available	3
3D-POP - An automated annotation approach to facilitate markerless 2D-3D tracking of freely moving birds with marker-based motion capture	Mar 23, 2023	3D Pose EstimationAnimal Pose Estimation	CodeCode Available	1
ShaRPy: Shape Reconstruction and Hand Pose Estimation from RGB-D with Uncertainty	Mar 17, 2023	Decision MakingGesture Recognition	—Unverified	0

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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