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ResearchFormerly WizWand

Semantic Segmentation on ADE20K 164K (val)

53.2mIoUSegMAN-L
36.76841.03445.349.566Dec 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SegMAN-LParams(M)=92.4, GFLOP=97.1, Resolution=512x5122024.1253.2
SegMAN-BParams(M)=51.8, GFLOP=58.1, Resolution=512x5122024.1252.6
VWFormer-B5Params(M)=84.6, GFLOP=96.1, Resolution=512x5122024.1252
SegMAN-SParams(M)=29.4, GFLOP=25.3, Resolution=512x5122024.1251.3
SegNeXt-LParams(M)=48.9, GFLOP=70.0, Resolution=512x5122024.1251
Segformer-B5Params(M)=84.7, GFLOP=110.3, Resolution=512x5122024.1251
VWFormer-B3Params(M)=47.3, GFLOP=63.3, Resolution=512x5122024.1250.3
Segformer-B3Params(M)=47.3, GFLOP=79.0, Resolution=512x5122024.1249.4
EDAFormer-BParams(M)=29.4, GFLOP=32.1, Resolution=512x5122024.1249
ViT-CoMer-BParams(M)=144.7, GFLOP=455.4, Resolution=512x5122024.1248.8
SegNeXt-BParams(M)=27.6, GFLOP=34.9, Resolution=512x5122024.1248.5
VWFormer-B2Params(M)=27.4, GFLOP=46.6, Resolution=512x5122024.1248.1
Swin UperNet-BParams(M)=121.0, GFLOP=261.0, Resolution=512x5122024.1248.1
FeedFormer-B2Params(M)=29.1, GFLOP=42.7, Resolution=512x5122024.1248
Mask2FormerParams(M)=47.0, GFLOP=74.0, Resolution=512x5122024.1247.7
CGRSeg-T†Params(M)=35.7, GFLOP=16.5, Resolution=512x5122024.1247.3
MaskFormerParams(M)=42.0, GFLOP=55.0, Resolution=512x5122024.1246.7
ViT-CoMer-SParams(M)=61.4, GFLOP=296.1, Resolution=512x5122024.1246.5
Segformer-B2Params(M)=27.5, GFLOP=62.4, Resolution=512x5122024.1246.5
OCRNetParams(M)=70.5, GFLOP=164.8, Resolution=512x5122024.1245.6
Swin UperNet-TParams(M)=60.0, GFLOP=236.0, Resolution=512x5122024.1244.4
SegMAN-TParams(M)=6.4, GFLOP=6.2, Resolution=512x5122024.1243
CGRSeg-T†Params(M)=9.4, GFLOP=4.8, Resolution=512x5122024.1242.5
EDAFormer-TParams(M)=4.9, GFLOP=5.8, Resolution=512x5122024.1242.3
SegNeXt-TParams(M)=4.3, GFLOP=7.7, Resolution=512x5122024.1241.1
VWFormer-B0Params(M)=3.7, GFLOP=5.8, Resolution=512x5122024.1238.9
Segformer-B0Params(M)=3.8, GFLOP=8.4, Resolution=512x5122024.1237.4