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Human Interaction Intent Prediction on HRI Intent-Prediction Offline (Cross-Validation)

0.951AUROCMINT-RVAE
0.897960.911730.92550.93927Dec 18, 2025

Evaluation results

MethodLinks
MINT-RVAESensors=RGB-only, Temporal Resolution=Frame + Sequence-level, Features=Pose + Emotion, Data Re-balancing=Yes (MINT-RVAE), Deployment Platform=CPU-only (Raspberry Pi 5)2025.120.951——
Arreghini et al.Sensors=RGB–D + gaze, Temporal Resolution=Sequence-level, Features=Pose, gaze cues, Data Re-balancing=No, Deployment Platform=GPU workstation2025.120.912——
Abbate et al.Sensors=RGB–D, Temporal Resolution=Sequence-level, Features=Pose (self-supervised), Data Re-balancing=No, Deployment Platform=GPU workstation2025.120.9——
Kedia et al.Sensors=RGB–D, Temporal Resolution=Sequence-level, Features=Pose, robot action, Data Re-balancing=No, Deployment Platform=GPU workstation2025.12—89—
Liu et al.Sensors=RGB–D, Temporal Resolution=Sequence-level, Features=3D skeleton, Data Re-balancing=No, Deployment Platform=GPU workstation2025.12——0.84
Trick et al.Sensors=RGB–D + audio, Temporal Resolution=Sequence-level, Features=Pose, gaze, speech, Data Re-balancing=No, Deployment Platform=GPU workstation2025.12——0.81
Zimmermann et al.Sensors=RGB–D, Temporal Resolution=Sequence-level, Features=Pose, gesture, Data Re-balancing=No, Deployment Platform=GPU workstation2025.12—87—