Ego4D
Benchmarks
TaskDatasetSOTA resultTrendResults
Ego4D HInt v1 (test)
59.3PCK @ 0.05
32
Ego4D v1 (test)
0.679ED@Z=20 Verb
31
Ego4D v1 (test)
75Accuracy
29
Ego4D Moment Query (val)
32.48Avg mAP
28
Ego4D-NLQ v1 (test)
24.96Recall@1 (Avg)
27
Ego4D-NLQ
29.06R@1 (IoU=0.3)
25
Ego4D v1 (test)
25.1Top-1 Accuracy (Verb)
23
Ego4D NLQ (val)
21.97Recall@1 (IoU=0.3)
23
Ego4D v1 (test)
0.61Error
21
Ego4D NLQ (test)
26.67R@1 (IoU=0.3)
21
Ego4D GoalStep
11Segment F1
20
Ego4D-NLQ (test)
22.21R@1 (IoU=0.3)
20
Ego4d
45.82F1
18
Ego4D LTA v1 (test)
0.65ED@Z=20 Verb
18
Ego4D
34.65Noun Top-1 Acc
17
Ego4D
28.93Top-1 Acc
17
Ego4D
35.85Top-1 Acc
17
Ego4D STA v2 (val)
37.41N mAP
16
Ego4D (test)
0.325mAP (IoU Avg)
16
Ego4D
0.591Top-1 Accuracy
15
Ego4D
19.25PMAE
15
Ego4D STA v1, v2 (val)
55.98Base Performance (B)
14
Ego4D (test)
0.48BLEURT
14
Ego4D (test)
0.656Verb ED
14
Ego4D GoalStep 2026 Challenge (test)
63.02R@1 (IoU=0.3)
13