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 51–75 of 191 papers

Title	Date	Tasks	Status	Hype	Score
HMD-EgoPose: Head-Mounted Display-Based Egocentric Marker-Less Tool and Hand Pose Estimation for Augmented Surgical Guidance	Feb 24, 2022	Hand Pose EstimationPose Estimation	CodeCode Available	1	5
Semantic-Aware Fine-Grained Correspondence	Jul 21, 2022	Pose TrackingSelf-Supervised Learning	CodeCode Available	1	5
An Event-based Algorithm for Simultaneous 6-DOF Camera Pose Tracking and Mapping	Jan 2, 2023	Pose Tracking	CodeCode Available	0	5
Event-based Camera Pose Tracking using a Generative Event Model	Oct 7, 2015	Camera LocalizationEvent-based vision	CodeCode Available	0	5
MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior	Jul 21, 2022	Pose TrackingRepresentation Learning	CodeCode Available	0	5
Stereo Event-based, 6-DOF Pose Tracking for Uncooperative Spacecraft	Mar 17, 2025	Pose Tracking	CodeCode Available	0	5
Single camera pose estimation using Bayesian filtering and Kinect motion priors	May 20, 2014	2D Pose EstimationCamera Pose Estimation	CodeCode Available	0	5
Segment Anything in Light Fields for Real-Time Applications via Constrained Prompting	Nov 21, 2024	Pose Tracking	CodeCode Available	0	5
Detect-and-Track: Efficient Pose Estimation in Videos	Dec 26, 2017	Human DetectionKeypoint Estimation	CodeCode Available	0	5
POSE-ID-on—A Novel Framework for Artwork Pose Clustering	Apr 11, 2021	ClusteringPose Tracking	CodeCode Available	0	5
Deep Model-Based 6D Pose Refinement in RGB	Oct 7, 2018	Pose Tracking	CodeCode Available	0	5
PoseRBPF: A Rao-Blackwellized Particle Filter for 6D Object Pose Tracking	May 22, 2019	6D Pose Estimation6D Pose Estimation using RGB	CodeCode Available	0	5
6-PACK: Category-level 6D Pose Tracker with Anchor-Based Keypoints	Oct 23, 2019	6D Pose Estimation6D Pose Estimation using RGBD	CodeCode Available	0	5
Pose Flow: Efficient Online Pose Tracking	Feb 3, 2018	Pose Tracking	CodeCode Available	0	5
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with Dementia	Aug 22, 2023	Pose Tracking	CodeCode Available	0	5
PoseTrack: A Benchmark for Human Pose Estimation and Tracking	Oct 27, 2017	Activity RecognitionMulti-Person Pose Estimation	CodeCode Available	0	5
A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object Tracking	Jul 5, 2018	Multiple Object TrackingObject Tracking	CodeCode Available	0	5
Multigrid Predictive Filter Flow for Unsupervised Learning on Videos	Apr 2, 2019	Optical Flow EstimationPose Tracking	CodeCode Available	0	5
G3Flow: Generative 3D Semantic Flow for Pose-aware and Generalizable Object Manipulation	Nov 27, 2024	Imitation LearningObject	CodeCode Available	0	5
Capturing Hand Motion with an RGB-D Sensor, Fusing a Generative Model with Salient Points	Apr 3, 2017	Pose Tracking	CodeCode Available	0	5
LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking	May 7, 2019	Object TrackingPose Estimation	CodeCode Available	0	5
Multi-view consensus CNN for 3D facial landmark placement	Oct 14, 2019	AnatomyDeep Learning	CodeCode Available	0	5
An Occlusion‐aware Edge‐Based Method for Monocular 3D Object Tracking using Edge Confidence.	Nov 24, 2020	3D Object TrackingMulti-Object Tracking	CodeCode Available	0	5
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	5
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	0	5

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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