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ResearchFormerly WizWand

Smoke Segmentation on MSSDataset Medium

85.5F1 ScoreMoP
60.259266.812173.36579.9179Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MoPBackbone Category=Transformer-based, Setting=Real-Time, Params=5.7, Flops=5.12026.0285.575.7
MoPBackbone Category=Transformer-based, Setting=Accuracy-Oriented, Params=15.1, Flops=13.92026.0285.1675.12
FoSpBackbone Category=Transformer-based, Setting=Accuracy-Oriented, Params=47.3, Flops=185.22026.0284.8874.14
SegFormerBackbone Category=Transformer-based, Setting=Accuracy-Oriented, Params=99.2, Flops=207.82026.0284.773.83
SegNeXtBackbone Category=CNN-based, Setting=Accuracy-Oriented, Params=45.3, Flops=41.42026.0284.4673.44
FoSpBackbone Category=Transformer-based, Setting=Real-Time, Params=15.2, Flops=68.42026.0284.2774.08
OCRNetBackbone Category=CNN-based, Setting=Real-Time, Params=12.1, Flops=52.82026.0284.0973.96
Trans-BVMBackbone Category=CNN-based, Setting=Accuracy-Oriented, Params=43.4, Flops=176.22026.0284.0173.3
Deeplabv3+Backbone Category=CNN-based, Setting=Accuracy-Oriented, Params=70.4, Flops=161.82026.0283.973.94
PSPNetBackbone Category=CNN-based, Setting=Accuracy-Oriented, Params=49.0, Flops=178.52026.0283.6673.92
PSPNetBackbone Category=CNN-based, Setting=Real-Time, Params=4.3, Flops=6.22026.0283.5674.44
OCRNetBackbone Category=CNN-based, Setting=Accuracy-Oriented, Params=48.9, Flops=65.32026.0283.471.96
SegFormerBackbone Category=Transformer-based, Setting=Real-Time, Params=13.6, Flops=52.62026.0283.3774.05
ProtoSegBackbone Category=Transformer-based, Setting=Accuracy-Oriented, Params=47.5, Flops=49.22026.0282.3470.52
ProtoSegBackbone Category=Transformer-based, Setting=Real-Time, Params=4.4, Flops=18.22026.0281.2968.9
Mask2FormerBackbone Category=Transformer-based, Setting=Accuracy-Oriented, Params=44.6, Flops=29.52026.0281.0468.72
Deeplabv3+Backbone Category=CNN-based, Setting=Real-Time, Params=3.7, Flops=6.42026.0280.1567.42
SegNeXtBackbone Category=CNN-based, Setting=Real-Time, Params=5.8, Flops=22.92026.0280.1167.27
MoPSetting=Accuracy-Oriented, Backbone Category=Transformer-based, Params=11.4M, FLOPs=11.5G2026.0273.8959.03
Deeplabv3+Setting=Accuracy-Oriented, Backbone Category=CNN-based, Params=43.6M, FLOPs=176.6G2026.0272.0456.91
Trans-BVMSetting=Accuracy-Oriented, Backbone Category=CNN-based, Params=47.3M, FLOPs=185.2G2026.0271.8156.79
MoPSetting=Real-Time, Backbone Category=Transformer-based, Params=4.4M, FLOPs=7.3G2026.0271.1956.27
PSPNetSetting=Accuracy-Oriented, Backbone Category=CNN-based, Params=49.0M, FLOPs=178.9G2026.0270.9555.64
FoSpSetting=Accuracy-Oriented, Backbone Category=Transformer-based, Params=47.5M, FLOPs=49.2G2026.0270.655.01
Mask2FormerSetting=Accuracy-Oriented, Backbone Category=Transformer-based, Params=99.4M, FLOPs=208.2G2026.0269.4153.63
ProtoSegSetting=Accuracy-Oriented, Backbone Category=Transformer-based, Params=45.4M, FLOPs=42.4G2026.0268.9653.18
SegNeXtSetting=Accuracy-Oriented, Backbone Category=CNN-based, Params=48.9M, FLOPs=65.7G2026.0268.5953.43
OCRNetSetting=Accuracy-Oriented, Backbone Category=CNN-based, Params=70.4M, FLOPs=162.6G2026.0268.2753.34
ProtoSegSetting=Real-Time, Backbone Category=Transformer-based, Params=4.5M, FLOPs=18.8G2026.0267.8351.72
SegFormerSetting=Accuracy-Oriented, Backbone Category=Transformer-based, Params=30.6M, FLOPs=44.7G2026.0267.851.68
FoSpSetting=Real-Time, Backbone Category=Transformer-based, Params=5.8M, FLOPs=23.1G2026.0265.7749.48
SegFormerSetting=Real-Time, Backbone Category=Transformer-based, Params=3.8M, FLOPs=6.9G2026.0265.6349.21
SegNeXtSetting=Real-Time, Backbone Category=CNN-based, Params=4.3M, FLOPs=6.4G2026.0264.7448.38
PSPNetSetting=Real-Time, Backbone Category=CNN-based, Params=13.6M, FLOPs=53.0G2026.0264.1447.8
Deeplabv3+Setting=Real-Time, Backbone Category=CNN-based, Params=15.2M, FLOPs=68.6G2026.0263.7947.59
OCRNetSetting=Real-Time, Backbone Category=CNN-based, Params=12.1M, FLOPs=53.6G2026.0261.2346.62