Pose Estimation
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Benchmarks
COCO test-dev
MPII Human Pose
OCHuman
Leeds Sports Poses
CrowdPose
COCO val2017
AIC
ITOP front-view
InLoc
ITOP top-view
J-HMDB
MPII Single Person
UPenn Action
DensePose-COCO
SALSA
300W (Full)
BRACE
COCO 2017 val
FLIC Elbows
FLIC Wrists
UAV-Human
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3DPW
ApolloCar3D
COCO minival
KITTI 2015
MERL-RAV
MPII
MS-COCO
Pix3D
Most implemented
Mask R-CNN
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Neural Ordinary Differential Equations
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
Convolutional Pose Machines
Stacked Hourglass Networks for Human Pose Estimation
Papers
RLHND: Video Foundation Models as Physically Grounded Hand Trackers for Robot Learning
Recently, approaches that leverage human video datasets for robot policy training have become increasingly prevalent. However, most existing hand trackers regress pose from cropped frames with limited priors on hand moti…
Pose EstimationGenCOPE: Syn2Real Generalized Category-Level Object Pose Estimation for Robotic Picking
Category-level object pose estimation (COPE), capable of generalizing to intra-class unknown objects, has become a core technique for robotic 3D scene understanding. However, existing COPE methods still require labor-int…
Domain GeneralizationScene UnderstandingPose EstimationSonarVoxNet: Diver Detection in 3D Bounding Box using 3D Sonar
Autonomous underwater vehicles (AUVs) assisting human divers must continuously track not only the diver's 3D position but also their full-body orientation. However, vision-based perception is unreliable underwater, and f…
Pose EstimationGTR: Gated Token Recurrence for Efficient Dense Prediction
Self-attention-based vision backbones perform well on dense prediction, but the quadratic computational cost of global softmax attention limits their efficiency as image resolution increases. We introduce Gated Token Rec…
Monocular Depth EstimationInstance SegmentationSemantic SegmentationPose EstimationBRAVE-6D: Benchmark for Robotic Active Vision in 6DOF Pose Estimation
Detecting and grasping small objects remains a significant challenge in robotics. Active vision, where the robot moves closer to the object, is an intuitive solution, yet comparing approaches on common ground is difficul…
Pose EstimationPriorPose: Reference-Guided Joint Deformation and Alignment for Category-Level Object Pose Estimation
Category-level object pose estimation seeks to recover a similarity transform $(R,t,s)$ for unseen instances without instance-specific CAD models. Most competitive methods are correspondence-based: prior-free variants re…
Pose Estimation