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Action Genome

Benchmarks

Task NameDataset NameSOTA ResultTrend
PredCLSAction Genome (test)
Recall@1085.7
54
Scene Graph AnticipationAction Genome AGS F=0.7
mR@1035.5
48
Scene Graph ClassificationAction Genome (test)
Recall@1068.4
40
Scene Graph Detection (SGDET)Action Genome v1.0 (test)
R@1036.5
32
Scene Graph AnticipationAction Genome AGS, F=0.5
mR@1024
32
Scene Graph DetectionAction Genome
Recall@1035.3
30
Predicate ClassificationAction Genome
Recall@1085.6
26
Visual World ModellingAction Genome
GPT-4o Score7.06
18
Scene Graph AnticipationAction Genome GAGS, F=0.5
mR@1028.2
16
SGDETAction Genome (test)
R@1032.8
14
SGCLSAction Genome (test)
Recall@1052.5
14
Scene Graph Detection (SGDet)Action Genome (AG)
Recall@10 (Constrained)30.3
12
Forward-dynamics PredictionAction-Genome AURORA-BENCH
GPT-4o Score3.64
9
Scene Graph AnticipationAction Genome (test)
R@1038.8
8
Video Scene Graph Classification (SGCLS)Action Genome Gaussian Noise corruption Robust VidSGG (test)
mR@1042.2
8
Scene Graph AnticipationAction Genome Brightness 1.0 (test)
mR@1017.7
8
Scene Graph AnticipationAction Genome Frost 1.0 (test)
Mean Recall@1013.8
8
Scene Graph AnticipationAction Genome Gaussian Noise 1.0 (test)
mR@109.4
8
HOI detectionAction Genome (val)
Recall@1075.4
7
Action RecognitionAction Genome (val)
mAP (Object)42.5
7
Action-centric EditingAction-Genome (test)
Human Evaluation Score0.37
4
Video Scene Graph Classification (SGCLS)Action Genome Fog corruption Robust VidSGG (test)
Mean Recall @ 1034.9
4
Scene graph to image generationAction Genome (AG) (test)
FID98.1
4
Video Human-Object Interaction AnticipationAction Genome
Recall@10 (h=1)29.06
3
Video Human-Object Interaction DetectionAction Genome DETAnt-HOI
Recall@10 (h=0)28.89
3
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