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 41–50 of 191 papers

Title	Date	Tasks	Status	Hype
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains	May 29, 2021	Pose TrackingRobot Manipulation	CodeCode Available	1
Breaking Shortcut: Exploring Fully Convolutional Cycle-Consistency for Video Correspondence Learning	May 12, 2021	Landmark TrackingPose Tracking	CodeCode Available	1
CAPTRA: CAtegory-level Pose Tracking for Rigid and Articulated Objects from Point Clouds	Apr 8, 2021	Pose Tracking	CodeCode Available	1
Iterative Greedy Matching for 3D Human Pose Tracking from Multiple Views	Jan 24, 2021	3D Human Pose Tracking3D Multi-Person Pose Estimation	CodeCode Available	1
Temporally Guided Articulated Hand Pose Tracking in Surgical Videos	Jan 12, 2021	Action RecognitionHand Pose Estimation	CodeCode Available	1
Deep Graph Pose: a semi-supervised deep graphical model for improved animal pose tracking	Dec 1, 2020	Pose TrackingTransfer Learning	CodeCode Available	1
BiHand: Recovering Hand Mesh with Multi-stage Bisected Hourglass Networks	Aug 12, 2020	Pose Tracking	CodeCode Available	1
se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains	Jul 27, 2020	6D Pose Estimation6D Pose Estimation using RGB	CodeCode Available	1
Monocular Camera Localization in Prior LiDAR Maps with 2D-3D Line Correspondences	Apr 1, 2020	Camera LocalizationPose Prediction	CodeCode Available	1

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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