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
Detect-and-Track: Efficient Pose Estimation in Videos	Dec 26, 2017	Human DetectionKeypoint Estimation	CodeCode Available
PoseTrack: A Benchmark for Human Pose Estimation and Tracking	Oct 27, 2017	Activity RecognitionMulti-Person Pose Estimation	CodeCode Available
A Generative Model for Depth-Based Robust 3D Facial Pose Tracking	Jul 1, 2017	Face ModelPose Estimation	—Unverified
Camera Pose Filtering with Local Regression Geodesics on the Riemannian Manifold of Dual Quaternions	Apr 24, 2017	Pose Trackingregression	—Unverified
Real-time Hand Tracking under Occlusion from an Egocentric RGB-D Sensor	Apr 7, 2017	Hand Pose EstimationPose Estimation	—Unverified
Capturing Hand Motion with an RGB-D Sensor, Fusing a Generative Model with Salient Points	Apr 3, 2017	Pose Tracking	CodeCode Available
Google Map Aided Visual Navigation for UAVs in GPS-denied Environment	Mar 29, 2017	Optical Flow EstimationPose Tracking	—Unverified
Keyframe-Based Visual-Inertial Online SLAM with Relocalization	Feb 7, 2017	Pose TrackingSimultaneous Localization and Mapping	—Unverified
PoseTrack: Joint Multi-Person Pose Estimation and Tracking	Nov 23, 2016	Multi-Person Pose EstimationMulti-Person Pose Estimation and Tracking	CodeCode Available
3D Hand Pose Tracking and Estimation Using Stereo Matching	Oct 23, 2016	Hand SegmentationPose Tracking	—Unverified
A Data-driven Approach for Human Pose Tracking Based on Spatio-temporal Pictorial Structure	Jul 31, 2016	Object TrackingPose Estimation	—Unverified
Similarity Registration Problems for 2D/3D Ultrasound Calibration	Jul 31, 2016	Pose Tracking	—Unverified
Evaluation of Pose Tracking Accuracy in the First and Second Generations of Microsoft Kinect	Dec 13, 2015	Pose Tracking	—Unverified
Event-based Camera Pose Tracking using a Generative Event Model	Oct 7, 2015	Camera LocalizationEvent-based vision	CodeCode Available
Human Shape and Pose Tracking Using Keyframes	Jun 1, 2014	Pose Tracking	—Unverified
Single camera pose estimation using Bayesian filtering and Kinect motion priors	May 20, 2014	2D Pose EstimationCamera Pose Estimation	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