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Benchmarks
Video Semantic Segmentation on VSPW W2F protocol 25% warm-up ratio
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51
mIoU
DiTTA
48.608
49.229
49.85
50.471
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
51
66.6
94.5
92.6
TV3S
Approach=VSS, FPS=5.71
2026.04
49.9
66.6
91.5
88
CoTTA
Approach=ISS+TTA, FPS=...
2026.04
49.8
66.8
90.3
87.1
CFFM++
Approach=VSS, FPS=5.85
2026.04
49.7
66.1
90.4
86.8
CFFM
Approach=VSS, FPS=5.98
2026.04
49.5
66.5
90.8
87.3
Zero-shot Refine.
Approach=ISS+SAM2, FPS...
2026.04
49.5
66.4
94.8
93.1
SegFormer
Approach=ISS, FPS=18.58
2026.04
49
66.4
88.3
84.3
TENT
Approach=ISS+TTA, FPS=...
2026.04
48.7
65.6
91.6
88.9
AuxAdapt
Approach=ISS+TTA, FPS=...
2026.04
48.7
65.6
90.2
86.9
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