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 26–50 of 191 papers

Title	Date	Tasks	Status	Hype
GarmentTracking: Category-Level Garment Pose Tracking	Mar 24, 2023	Pose Tracking	CodeCode Available	1
3D-POP - An automated annotation approach to facilitate markerless 2D-3D tracking of freely moving birds with marker-based motion capture	Mar 23, 2023	3D Pose EstimationAnimal Pose Estimation	CodeCode Available	1
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal Transformer	Mar 16, 2023	3D Human Pose Estimation3D Human Pose Tracking	CodeCode Available	1
3D Neural Embedding Likelihood: Probabilistic Inverse Graphics for Robust 6D Pose Estimation	Feb 7, 2023	6D Pose Estimation6D Pose Estimation using RGB	CodeCode Available	1
OpenApePose: a database of annotated ape photographs for pose estimation	Nov 30, 2022	Pose EstimationPose Tracking	CodeCode Available	1
Enhancing Generalizable 6D Pose Tracking of an In-Hand Object with Tactile Sensing	Oct 8, 2022	hand-object poseObject	CodeCode Available	1
PixTrack: Precise 6DoF Object Pose Tracking using NeRF Templates and Feature-metric Alignment	Sep 8, 2022	CPUMulti-Object Tracking	CodeCode Available	1
Semantic-Aware Fine-Grained Correspondence	Jul 21, 2022	Pose TrackingSelf-Supervised Learning	CodeCode Available	1
HOI4D: A 4D Egocentric Dataset for Category-Level Human-Object Interaction	Mar 3, 2022	Action SegmentationBenchmarking	CodeCode Available	1
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
PoseTrack21: A Dataset for Person Search, Multi-Object Tracking and Multi-Person Pose Tracking	Jan 1, 2022	DiversityHuman Detection	CodeCode Available	1
Sparse Steerable Convolutions: An Efficient Learning of SE(3)-Equivariant Features for Estimation and Tracking of Object Poses in 3D Space	Nov 14, 2021	6D Pose EstimationPose Estimation	CodeCode Available	1
ROFT: Real-Time Optical Flow-Aided 6D Object Pose and Velocity Tracking	Nov 6, 2021	6D Pose Estimation using RGBHand Pose Estimation	CodeCode Available	1
SRT3D: A Sparse Region-Based 3D Object Tracking Approach for the Real World	Oct 25, 2021	3D Multi-Object Tracking3D Object Tracking	CodeCode Available	1
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D Models	Aug 1, 2021	3D Object Tracking6D Pose Estimation	CodeCode Available	1
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains	May 29, 2021	Pose TrackingRobot Manipulation	CodeCode Available	1
Breaking Shortcut: Exploring Fully Convolutional Cycle-Consistency for Video Correspondence Learning	May 12, 2021	Landmark TrackingPose Tracking	CodeCode Available	1
CAPTRA: CAtegory-level Pose Tracking for Rigid and Articulated Objects from Point Clouds	Apr 8, 2021	Pose Tracking	CodeCode Available	1
Iterative Greedy Matching for 3D Human Pose Tracking from Multiple Views	Jan 24, 2021	3D Human Pose Tracking3D Multi-Person Pose Estimation	CodeCode Available	1
Temporally Guided Articulated Hand Pose Tracking in Surgical Videos	Jan 12, 2021	Action RecognitionHand Pose Estimation	CodeCode Available	1
Deep Graph Pose: a semi-supervised deep graphical model for improved animal pose tracking	Dec 1, 2020	Pose TrackingTransfer Learning	CodeCode Available	1
BiHand: Recovering Hand Mesh with Multi-stage Bisected Hourglass Networks	Aug 12, 2020	Pose Tracking	CodeCode Available	1
se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains	Jul 27, 2020	6D Pose Estimation6D Pose Estimation using RGB	CodeCode Available	1
Monocular Camera Localization in Prior LiDAR Maps with 2D-3D Line Correspondences	Apr 1, 2020	Camera LocalizationPose Prediction	CodeCode Available	1

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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