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Benchmarks
Video Semantic Segmentation on VSPW (50% warm-up ratio W2F protocol)
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52.3
mIoU
DiTTA
47.412
48.681
49.95
51.219
Apr 13, 2026
mIoU
wIoU
mVC8
mVC16
Updated 5d ago
Evaluation Results
Method
Method
Links
mIoU
wIoU
mVC8
mVC16
DiTTA
Approach=ISS+SAM2, FPS...
2026.04
52.3
67.1
94.9
93
Zero-shot Refine.
Approach=ISS+SAM2, FPS...
2026.04
50.1
67.3
95
93.3
TV3S
Approach=VSS, FPS=5.71
2026.04
49.8
66.7
91.3
87.6
CoTTA
Approach=ISS+TTA, FPS=...
2026.04
49.8
66.7
90.6
87.5
CFFM
Approach=VSS, FPS=5.98
2026.04
49.7
66.5
90.8
87.2
CFFM++
Approach=VSS, FPS=5.85
2026.04
49.7
66.2
90.6
86.9
SegFormer
Approach=ISS, FPS=18.58
2026.04
48.7
66.4
88.3
84.2
AuxAdapt
Approach=ISS+TTA, FPS=...
2026.04
48.7
65.6
90.5
87.3
TENT
Approach=ISS+TTA, FPS=...
2026.04
47.6
64.3
92.6
90.3
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