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 176–191 of 191 papers

Title	Date	Tasks	Status
Single camera pose estimation using Bayesian filtering and Kinect motion priors	May 20, 2014	2D Pose EstimationCamera Pose Estimation	CodeCode Available
G3Flow: Generative 3D Semantic Flow for Pose-aware and Generalizable Object Manipulation	Nov 27, 2024	Imitation LearningObject	CodeCode Available
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers	Oct 2, 2022	Pose EstimationPose Tracking	CodeCode Available
Event-based Camera Pose Tracking using a Generative Event Model	Oct 7, 2015	Camera LocalizationEvent-based vision	CodeCode Available
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with Dementia	Aug 22, 2023	Pose Tracking	CodeCode Available
Detect-and-Track: Efficient Pose Estimation in Videos	Dec 26, 2017	Human DetectionKeypoint Estimation	CodeCode Available
A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object Tracking	Jul 5, 2018	Multiple Object TrackingObject Tracking	CodeCode Available
Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraft	Mar 17, 2025	Pose Tracking	CodeCode Available
Multi-view consensus CNN for 3D facial landmark placement	Oct 14, 2019	AnatomyDeep Learning	CodeCode Available
6-PACK: Category-level 6D Pose Tracker with Anchor-Based Keypoints	Oct 23, 2019	6D Pose Estimation6D Pose Estimation using RGBD	CodeCode Available
Multigrid Predictive Filter Flow for Unsupervised Learning on Videos	Apr 2, 2019	Optical Flow EstimationPose Tracking	CodeCode Available
Deep Model-Based 6D Pose Refinement in RGB	Oct 7, 2018	Pose Tracking	CodeCode Available
Segment Anything in Light Fields for Real-Time Applications via Constrained Prompting	Nov 21, 2024	Pose Tracking	CodeCode Available
Capturing Hand Motion with an RGB-D Sensor, Fusing a Generative Model with Salient Points	Apr 3, 2017	Pose Tracking	CodeCode Available
LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking	May 7, 2019	Object TrackingPose Estimation	CodeCode Available
An Occlusion‐aware Edge‐Based Method for Monocular 3D Object Tracking using Edge Confidence.	Nov 24, 2020	3D Object TrackingMulti-Object Tracking	CodeCode Available

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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