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Benchmarks
Natural Language Query on Ego4D QnF
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33.1
Recall@1 (IoU=0.3)
ReFocus(GroundNLQ)
0.34
8.845
17.35
25.855
Apr 27, 2026
Recall@1 (IoU=0.3)
Recall@5 (IoU=0.3)
Recall@1 (IoU=0.5)
Recall@5 (IoU=0.5)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Recall@1 (IoU=0.3)
Recall@5 (IoU=0.3)
Recall@1 (IoU=0.5)
Recall@5 (IoU=0.5)
ReFocus(GroundNLQ)
Category=Task-Expert
2026.04
33.1
59.7
23.7
46.1
ReFocus(OSGNet)
Category=Task-Expert
2026.04
32.5
58.3
22.4
45.3
OSGNet
Category=Task-Expert
2026.04
29.6
56.3
20.5
43.3
GroundNLQ
Category=Task-Expert
2026.04
29.6
56
21.4
43
UniTime
Category=LVLM, Protoco...
2026.04
21.7
-
13.3
-
UniTime
Category=LVLM, Protoco...
2026.04
19.9
-
12.3
-
TimeChat
Category=LVLM, Protoco...
2026.04
1.6
-
0.7
-
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