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 141–150 of 191 papers

Title	Date	Tasks	Status
Combining detection and tracking for human pose estimation in videos	Mar 30, 2020	Pose EstimationPose Tracking	—Unverified
AnimePose: Multi-person 3D pose estimation and animation	Feb 6, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
RGB-D Odometry and SLAM	Jan 19, 2020	3D Scene ReconstructionNavigate	—Unverified
15 Keypoints Is All You Need	Dec 5, 2019	AllBinary Classification	—Unverified
6-PACK: Category-level 6D Pose Tracker with Anchor-Based Keypoints	Oct 23, 2019	6D Pose Estimation6D Pose Estimation using RGBD	CodeCode Available
Multi-view consensus CNN for 3D facial landmark placement	Oct 14, 2019	AnatomyDeep Learning	CodeCode Available
Multi-person Pose Tracking using Sequential Monte Carlo with Probabilistic Neural Pose Predictor	Sep 16, 2019	Pose TrackingPrediction	—Unverified
FastPose: Towards Real-time Pose Estimation and Tracking via Scale-normalized Multi-task Networks	Aug 15, 2019	Human DetectionMulti-Person Pose Estimation	—Unverified
Movement science needs different pose tracking algorithms	Jul 24, 2019	Pose TrackingPosition	—Unverified
Efficient Circle-Based Camera Pose Tracking Free of PnP	Jul 24, 2019	CPUPose Tracking	—Unverified

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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