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Task-Oriented Grasping on LLM-Handover dataset
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97
Grasp Rate (Conventional Easy)
LLM-Handover
47.08
60.04
73
85.96
Feb 5, 2026
Grasp Rate (Conventional Easy)
Grasp Rate (Conventional Complex)
Grasp Rate (Unconventional Spoon Open Jar)
Grasp Rate (Unconventional Screwdriver Hammer)
Grasp Rate (Unconventional Toothbrush Play)
Grasp Rate (Unconventional Push Pin)
Average Grasp Rate
Updated 5mo ago
Evaluation Results
Method
Method
Links
Grasp Rate (Conventional Easy)
Grasp Rate (Conventional Complex)
Grasp Rate (Unconventional Spoon Open Jar)
Grasp Rate (Unconventional Screwdriver Hammer)
Grasp Rate (Unconventional Toothbrush Play)
Grasp Rate (Unconventional Push Pin)
Average Grasp Rate
LLM-Handover
2026.02
97
82
21
87
87
60
79
AFT-Handover
Backbone LLM=GPT-5, Gr...
2026.02
97
93
93
93
93
93
95
AFT-Handover
Backbone LLM=GPT-5
2026.02
95
90
34
87
93
73
86
AFT-Handover
Backbone LLM=GPT-4o
2026.02
94
87
21
87
87
60
83
OS-TOG
Ground truth affordanc...
2026.02
74
70
7
53
53
7
62
GraspGPT
2026.02
49
47
58
87
87
40
53
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