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Robot Pose Estimation on DREAM-real Panda 3CAM-AK

90.2AUCOurs
50.8692861.0801471.29181.50186Feb 28, 2023Aug 11, 2023Jan 23, 2024Jul 5, 2024Dec 17, 2024May 30, 2025Nov 11, 2025

Evaluation results

MethodLinks
Oursjoint state parameters=known ground-truth2024.0290.2—12.9
CtRNetCategory=Keypoint, Backbone=ResNet502023.0289.9280.013—
CtRNetjoint state parameters=known ground-truth2024.0289.9—13
RoboTAG2025.1183.1——
Holistic Pose2025.1182.2——
RoboPosejoint state parameters=known ground-truth2024.0276.5—24.2
RoboPoseCategory=Rendering, Backbone=ResNet342023.0276.4970.024—
RoboPEPP2025.1175.3——
RoboPose2025.1170.4——
DREAM-FCategory=Keypoint, Backbone=VGG192023.0268.91211.413—
DREAM-Fjoint state parameters=known ground-truth2024.0268.9—11,413.1
DREAM-Fground-truth joint state parameters=true2025.1168.9——
SGTAPosejoint state parameters=known ground-truth2024.0267.8—35.7
DREAM-HCategory=Keypoint, Backbone=ResNet1012023.0260.520.056—
DREAM-Hjoint state parameters=known ground-truth2024.0260.5—56.5
DREAM-Hground-truth joint state parameters=true2025.1160.5——
DREAM-Qjoint state parameters=known ground-truth2024.0252.4—78,089.3
DREAM-Qground-truth joint state parameters=true2025.1152.4——
DREAM-QCategory=Keypoint, Backbone=VGG192023.0252.38278.089—