Polyp Segmentation on PolypGen
72.88Dice CoefficientUNet-Base
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UNet-BaseParameters=31M2026.02 | 72.88 | 61.57 | 83.88 | — | |
| UltraSeg-130KParameters=130K2026.02 | 68.26 | 53.8 | 79.26 | — | |
| DepthPolypParams (M)=3.57, GMACs=0.86, FPS (GPU)=79.12, FPS (iPhone)=181.54, FPS (RPi 4)=4.05, Batch size=1, Evaluation Protocol=N→N2026.05 | 67.9 | 62 | — | 78.8 | |
| PraNetParams (M)=32.55, GMACs=5.32, FPS (GPU)=58.08, FPS (iPhone)=71.53, FPS (RPi 4)=1.83, Batch size=1, Evaluation Protocol=N→N2026.05 | 67.6 | 60.5 | — | 70.8 | |
| UNet-Medium2026.02 | 67.57 | 53.11 | 78.22 | — | |
| SegFormer-B5Params (M)=81.97, GMACs=12.35, FPS (GPU)=17.22, FPS (iPhone)=41.05, FPS (RPi 4)=0.56, Batch size=1, Evaluation Protocol=N→N2026.05 | 67.1 | 60.9 | — | 77 | |
| UNet-LightParameters=0.861M2026.02 | 66.6 | 53.21 | 77.34 | — | |
| UltraSeg-108KParameters=108K2026.02 | 64.96 | 50.22 | 78.38 | — | |
| CFFormerParams (M)=99.56, GMACs=30.12, FPS (GPU)=34.97, FPS (iPhone)=21.72, FPS (RPi 4)=0.42, Batch size=1, Evaluation Protocol=N→N2026.05 | 64.3 | 58.4 | — | 76.7 | |
| SegFormer-B0Params (M)=3.71, GMACs=1.30, FPS (GPU)=84.14, FPS (iPhone)=186.72, FPS (RPi 4)=4.12, Batch size=1, Evaluation Protocol=N→N2026.05 | 63.4 | 57.9 | — | 80.5 | |
| LB-UNet2026.02 | 61.44 | 46.32 | 74.66 | — | |
| UNet-SmallParameters=0.389M2026.02 | 60.56 | 46.09 | 74.4 | — | |
| FastSCNN2026.02 | 58.13 | 42.49 | 69.86 | — | |
| UNetParams (M)=31.04, GMACs=41.93, FPS (GPU)=139.47, FPS (iPhone)=36.51, FPS (RPi 4)=0.33, Batch size=1, Evaluation Protocol=N→N2026.05 | 57.9 | 51 | — | 70.6 | |
| H-UnetsParams (M)=16.22, GMACs=12.78, FPS (GPU)=29.07, FPS (iPhone)=75.42, FPS (RPi 4)=0.64, Batch size=1, Evaluation Protocol=N→N2026.05 | 55 | 47.2 | — | 65.5 | |
| UNet-Tiny2026.02 | 54.31 | 39.33 | 65.83 | — | |
| NPDNetParams (M)=27.67, GMACs=5.14, FPS (GPU)=28.41, FPS (iPhone)=63.49, FPS (RPi 4)=1.17, Batch size=1, Evaluation Protocol=N→N2026.05 | 54.2 | 46.2 | — | 74.7 | |
| EGE-UNet2026.02 | 52.79 | 37.19 | 64.02 | — | |
| CMUNeXt-BParams (M)=3.15, GMACs=5.67, FPS (GPU)=110.25, FPS (iPhone)=141.64, FPS (RPi 4)=0.60, Batch size=1, Evaluation Protocol=N→N2026.05 | 50.4 | 42.3 | — | 66.4 | |
| CMUNeXt-LParams (M)=8.29, GMACs=13.15, FPS (GPU)=80.84, FPS (iPhone)=69.66, FPS (RPi 4)=0.24, Batch size=1, Evaluation Protocol=N→N2026.05 | 44.3 | 37 | — | 65.1 | |
| I2UNet-SParams (M)=7.03, GMACs=2.73, FPS (GPU)=69.10, FPS (iPhone)=90.25, FPS (RPi 4)=2.22, Batch size=1, Evaluation Protocol=N→N2026.05 | 43.3 | 35 | — | 67.4 | |
| ULiteParams (M)=0.88, GMACs=0.60, FPS (GPU)=142.68, FPS (iPhone)=285.13, FPS (RPi 4)=5.32, Batch size=1, Evaluation Protocol=N→N2026.05 | 38.7 | 30.5 | — | 58.2 | |
| MobileUNet2026.02 | 37.25 | 24.32 | 51.47 | — | |
| MedTParams (M)=1.56, GMACs=1.80, FPS (GPU)=3.27, FPS (iPhone)=3.17, FPS (RPi 4)=0.14, Batch size=1, Evaluation Protocol=N→N2026.05 | 19.9 | 13 | — | 49.1 |