Semantic Segmentation on ARAS400k
77.31F1 ScoreUPerNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UPerNetSize (MB)=44.49, Throughput (sample/sec)=89,889, Params (M)=11.6, GMACs=13.622026.06 | 77.31 | 85.53 | 77.83 | 76.84 | 65.42 | |
| UnetSize (MB)=24.02, Throughput (sample/sec)=80,002, Params (M)=6.3, GMACs=3.052026.06 | 77.23 | 85.09 | 77.13 | 77.53 | 65.28 | |
| UnetPlusPlusSize (MB)=25.24, Throughput (sample/sec)=85,047, Params (M)=6.6, GMACs=5.622026.06 | 76.86 | 85 | 77.17 | 76.6 | 64.9 | |
| SegformerSize (MB)=17.23, Throughput (sample/sec)=85,491, Params (M)=4.5, GMACs=2.052026.06 | 76.47 | 84.82 | 76.05 | 77.1 | 64.44 | |
| FPNSize (MB)=22.13, Throughput (sample/sec)=97,817, Params (M)=5.8, GMACs=2.512026.06 | 76.38 | 85 | 76.68 | 76.14 | 64.35 | |
| DeepLabV3+Size (MB)=18.90, Throughput (sample/sec)=90,321, Params (M)=4.9, GMACs=1.462026.06 | 76.37 | 84.94 | 77.34 | 75.48 | 64.3 | |
| PANSize (MB)=15.80, Throughput (sample/sec)=83,675, Params (M)=4.1, GMACs=0.982026.06 | 76.12 | 84.57 | 76.18 | 76.14 | 63.93 | |
| DeiT3-BaseSize (MB)=446.64, Throughput (sample/sec)=6,156, Params (M)=117.1, GMACs=39.892026.06 | 76.1 | 84.53 | 75.63 | 76.74 | 63.97 | |
| LALE-S2Size (MB)=9.97, Throughput (sample/sec)=117,105, Params (M)=2.6, GMACs=0.782026.06 | 75.88 | 84.12 | 76.39 | 75.42 | 63.67 | |
| MaxViT-TinySize (MB)=232.26, Throughput (sample/sec)=1,589, Params (M)=60.8, GMACs=33.132026.06 | 75.82 | 84.46 | 75.55 | 76.24 | 63.64 | |
| FastViT-MCI0Size (MB)=111.11, Throughput (sample/sec)=2,714, Params (M)=29.1, GMACs=23.752026.06 | 75.53 | 83.96 | 74.53 | 76.96 | 63.33 | |
| LinknetSize (MB)=16.06, Throughput (sample/sec)=97,157, Params (M)=4.2, GMACs=0.582026.06 | 75.45 | 84.09 | 76.21 | 74.76 | 63.21 | |
| EffFormer-L7Size (MB)=383.22, Throughput (sample/sec)=2,691, Params (M)=100.3, GMACs=32.162026.06 | 75.35 | 84 | 74.36 | 76.89 | 63.13 | |
| DeepLabV3Size (MB)=28.04, Throughput (sample/sec)=105,217, Params (M)=7.3, GMACs=6.442026.06 | 75.23 | 84.22 | 76 | 74.58 | 63.01 | |
| EffFormer-L3Size (MB)=187.75, Throughput (sample/sec)=2,060, Params (M)=49.1, GMACs=25.852026.06 | 75.23 | 83.96 | 73.83 | 77.17 | 62.97 | |
| FastViT-SA12Size (MB)=111.71, Throughput (sample/sec)=3,980, Params (M)=29.2, GMACs=23.402026.06 | 74.71 | 83.36 | 74.29 | 75.32 | 62.32 | |
| LALE-S1Size (MB)=5.98, Throughput (sample/sec)=160,253, Params (M)=1.6, GMACs=0.592026.06 | 74.69 | 83.16 | 75.18 | 74.26 | 62.25 | |
| EffFormer-L1Size (MB)=113.97, Throughput (sample/sec)=2,620, Params (M)=29.8, GMACs=23.172026.06 | 74.24 | 83.13 | 73.33 | 75.64 | 61.81 |