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Results on semantic segmentation datasets

DiCENet models

PASCAL VOC

s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.2 256x256 60.98 0.05 33.77 here
0.5 256x256 82.33 0.08 42.48 here
0.75 256x256 127.22 0.19 49.52 here
1.0 256x256 141.54 0.28 54.31 here
1.25 256x256 155.39 0.39 57.59 here
1.75 256x256 289.96 0.81 58.39 here
s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.2 384x384 135.64 0.05 34.52 here
0.5 384x384 182.91 0.08 47.74 here
0.75 384x384 282.05 0.19 55.67 here
1.0 384x384 312.76 0.28 60.23 here
1.25 384x384 342.52 0.39 62.55 here
1.75 384x384 641.98 0.81 64.76 here
-- 384x384 680 -- 66.50 Leaderboard
-- 384x384 680 -- 67.31 (test) Leaderboard

Cityscapes

s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.5 512x256 162.77 0.08 47.3 here
0.75 512x256 251.29 0.19 50.0 here
1.0 512x256 278.92 0.28 51.2 here
1.25 512x256 305.68 0.39 51.6 here
1.5 512x256 376.41 0.55 52.1 here
1.75 512x256 572.59 0.81 54.2 here
s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.5 1024x512 641.68 0.08 53.4 here
0.75 1024x512 988.39 0.19 58.7 here
1.0 1024x512 1093.01 0.28 60.9 here
1.25 1024x512 1194.53 0.39 61.1 here
1.5 1024x512 1471.11 0.55 62.2 here
1.75 1024x512 2249.06 0.81 63.4 here

ESPNetv2 models

PASCAL VOC

s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.5 256x256 74.88 0.08 39.82 here
1.0 256x256 136.0 0.23 54.14 here
1.5 256x256 214.51 0.47 59.39 here
2. 0 256x256 337.58 0.79 63.36 here
s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.5 384x384 168.46 0.08 47.18 here
1.0 384x384 306.00 0.23 60.22 here
1.5 384x384 482.63 0.47 63.67 here
2. 0 384x384 759.52 0.79 67.01 here
2. 0 384x384 759.52 0.79 67.95 (test) Leaderboard

Cityscapes

s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.5 512x256 149.40 0.08 47.3 here
1.0 512x256 271.66 0.23 52.2 here
1.5 512x256 428.66 0.47 54.6 here
s Image Size FLOPs (in million) Params (in million) mIOU (class-wise) Link
0.5 1024x512 597.56 0.08 53.9 here
1.0 1024x512 1086.59 0.23 60.1 here
1.5 1024x512 1714.57 0.47 63.8 here
2.0 1024x512 2699.05 0.79 66.4 here
2.0 1024x512 2699.05 0.79 66.2 (test) Leaderboard