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Benchmarks
Motion Question Answering on HuMMan-QA
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82.4
Overall Accuracy
FiGMo
68.568
72.159
75.75
79.341
Jun 18, 2026
Overall Accuracy
Accuracy (Action, All)
Accuracy (Action, Before)
Accuracy (Action, After)
Accuracy (Action, BTW)
Accuracy (Direction, All)
Accuracy (Direction, Before)
Accuracy (Direction, After)
Accuracy (Body Part, All)
Accuracy (Body Part, Before)
Accuracy (Body Part, After)
Accuracy (Body Part, BTW)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Overall Accuracy
Accuracy (Action, All)
Accuracy (Action, Before)
Accuracy (Action, After)
Accuracy (Action, BTW)
Accuracy (Direction, All)
Accuracy (Direction, Before)
Accuracy (Direction, After)
Accuracy (Body Part, All)
Accuracy (Body Part, Before)
Accuracy (Body Part, After)
Accuracy (Body Part, BTW)
FiGMo
Motion representation=...
2026.06
82.4
84.1
77
82.8
90
100
100
100
78.2
69.6
78.1
100
FiGMo
Motion representation=...
2026.06
79.2
80.8
71.6
79.5
80
100
100
100
75.3
65.2
76.7
100
IMoRe II
Fine-tuning protocol=f...
2026.06
73
74.6
64.8
73.9
81.3
100
100
100
71.7
63.6
70.3
86.1
IMoRe I
Fine-tuning protocol=f...
2026.06
71.9
74.4
65.2
73.4
85.4
100
100
100
66.5
60.9
64.7
88.9
NSPose
Fine-tuning protocol=f...
2026.06
69.1
70
68.6
61
72.9
82.2
42.5
83.3
67.7
62
63.9
83.3
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