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 151–175 of 191 papers

Title	Date	Tasks	Status	Hype
Large-scale, real-time visual-inertial localization revisited	Jun 30, 2019	Autonomous Drivinggeo-localization	—Unverified	0
Pose estimator and tracker using temporal flow maps for limbs	May 23, 2019	Data AugmentationPose Estimation	—Unverified	0
PoseRBPF: A Rao-Blackwellized Particle Filter for 6D Object Pose Tracking	May 22, 2019	6D Pose Estimation6D Pose Estimation using RGB	CodeCode Available	0
Low-latency Visual SLAM with Appearance-Enhanced Local Map Building	May 19, 2019	Pose EstimationPose Tracking	—Unverified	0
LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking	May 7, 2019	Object TrackingPose Estimation	CodeCode Available	0
Visibility Constrained Generative Model for Depth-based 3D Facial Pose Tracking	May 6, 2019	Face ModelPose Estimation	—Unverified	0
Multigrid Predictive Filter Flow for Unsupervised Learning on Videos	Apr 2, 2019	Optical Flow EstimationPose Tracking	CodeCode Available	0
Multi-person Articulated Tracking with Spatial and Temporal Embeddings	Mar 21, 2019	Multi-Object TrackingMulti-Person Pose Estimation	—Unverified	0
Deep High-Resolution Representation Learning for Human Pose Estimation	Feb 25, 2019	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	1
Human Pose Estimation using Motion Priors and Ensemble Models	Jan 26, 2019	2D Human Pose Estimation3D Human Pose Tracking	—Unverified	0
A Top-down Approach to Articulated Human Pose Estimation and Tracking	Jan 23, 2019	Pose EstimationPose Tracking	—Unverified	0
Efficient Online Multi-Person 2D Pose Tracking with Recurrent Spatio-Temporal Affinity Fields	Nov 29, 2018	GPUPose Tracking	—Unverified	0
Explicit Spatiotemporal Joint Relation Learning for Tracking Human Pose	Nov 17, 2018	Optical Flow EstimationPose Estimation	—Unverified	0
Deep Model-Based 6D Pose Refinement in RGB	Oct 7, 2018	Pose Tracking	CodeCode Available	0
Good Line Cutting: towards Accurate Pose Tracking of Line-assisted VO/VSLAM	Sep 1, 2018	Pose EstimationPose Tracking	—Unverified	0
A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object Tracking	Jul 5, 2018	Multiple Object TrackingObject Tracking	CodeCode Available	0
Stereo Vision-based Semantic 3D Object and Ego-motion Tracking for Autonomous Driving	Jul 5, 2018	Autonomous DrivingMotion Estimation	—Unverified	0
Robust pose tracking with a joint model of appearance and shape	Jun 28, 2018	Pose Tracking	—Unverified	0
PoseFlow: A Deep Motion Representation for Understanding Human Behaviors in Videos	Jun 1, 2018	Action RecognitionOptical Flow Estimation	—Unverified	0
Joint Flow: Temporal Flow Fields for Multi Person Tracking	May 11, 2018	Multi-Person Pose EstimationPose Estimation	—Unverified	0
Efficient Pose Tracking from Natural Features in Standard Web Browsers	Apr 23, 2018	Pose EstimationPose Tracking	—Unverified	0
Learning to Refine Human Pose Estimation	Apr 21, 2018	Data AugmentationKeypoint Detection	—Unverified	0
Simple Baselines for Human Pose Estimation and Tracking	Apr 17, 2018	2D Human Pose EstimationKeypoint Detection	CodeCode Available	1
Statistical Sensor Fusion of a 9-DoF MEMS IMU for Indoor Navigation	Feb 12, 2018	Pose TrackingPosition	—Unverified	0
Pose Flow: Efficient Online Pose Tracking	Feb 3, 2018	Pose Tracking	CodeCode Available	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