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 131–140 of 191 papers

Title	Date	Tasks	Status	Hype
PoseTrackReID: Dataset Description	Nov 12, 2020	Person Re-IdentificationPose Tracking	—Unverified	0
A Simple Baseline for Pose Tracking in Videos of Crowded Scenes	Oct 16, 2020	Multi-Object TrackingObject Tracking	—Unverified	0
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
Mobile3DRecon: Real-time Monocular 3D Reconstruction on a Mobile Phone	Jul 21, 2020	3D ReconstructionDepth Estimation	—Unverified	0
BlazePose: On-device Real-time Body Pose tracking	Jun 17, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	4
Variational Inference and Learning of Piecewise-linear Dynamical Systems	Jun 2, 2020	Head Pose EstimationModel Selection	—Unverified	0
Self-supervised Keypoint Correspondences for Multi-Person Pose Estimation and Tracking in Videos	Apr 27, 2020	Multi-Person Pose EstimationMulti-Person Pose Estimation and Tracking	—Unverified	0
How to track your dragon: A Multi-Attentional Framework for real-time RGB-D 6-DOF Object Pose Tracking	Apr 21, 2020	Data AugmentationObject Tracking	CodeCode Available	0
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