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Benchmarks
Multi-grained Video Cooperative Understanding on UFVideo-Bench PixTRQA
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49.64
tIoU
UFVideo
16.6616
25.2233
33.785
42.3467
Dec 12, 2025
tIoU
tIoU@0.5
Jaccard Index (J)
F1 Score (F)
J & F Score
SAvg (Spatial Average Score)
Updated 4d ago
Evaluation Results
Method
Method
Links
tIoU
tIoU@0.5
Jaccard Index (J)
F1 Score (F)
J & F Score
SAvg (Spatial Average Score)
UFVideo
Size=7B
2025.12
49.64
51.61
31.42
33.08
32.25
4.13
Qwen3-VL
Size=32B
2025.12
49.34
45.16
-
-
-
3.94
Qwen3-VL
Size=8B
2025.12
41.41
38.39
-
-
-
3.82
GPT-4o
2025.12
17.93
10.32
-
-
-
3.87
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