Polyp Segmentation on CVC-ClinicDB, CVC-ColonDB, and Kvasir-SEG (Macro-averaged)
95.5Dice ScoreMedCore Sequential h84_m95
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedCore Sequential h84_m95Category=MedCore Sequential, Params=12.1M, FLOPs=90.4G2026.05 | 95.5 | 91.74 | 64.62 | 5.12 | |
| MedCore One-time h50_m70Category=MedCore One-time, Params=35.8M, FLOPs=385.2G2026.05 | 95.49 | 91.69 | 63.88 | 5.14 | |
| MedCore One-time h40_m30Category=MedCore One-time, Params=61.3M, FLOPs=620.7G2026.05 | 95.47 | 91.73 | 65.08 | 7.23 | |
| MedCore Sequential h60_m70Category=MedCore Sequential, Params=15.6M, FLOPs=132.6G2026.05 | 95.47 | 91.76 | 65.06 | 5.91 | |
| MedCore Sequential h72_m84Category=MedCore Sequential, Params=13.7M, FLOPs=112.4G2026.05 | 95.36 | 91.53 | 63.37 | 5.47 | |
| MedCore One-time h70_m70Category=MedCore One-time, Params=30.1M, FLOPs=287.5G2026.05 | 95.24 | 91.3 | 63.42 | 6.23 | |
| MedCore One-time h70_m95Category=MedCore One-time, Params=24.9M, FLOPs=245.0G2026.05 | 95.22 | 91.24 | 62.59 | 6.78 | |
| MedSAMCategory=Baseline, Params=89.7M, FLOPs=926.5G2026.05 | 91.91 | 86.48 | 53.21 | 21.29 | |
| EMCADCategory=Medical Seg., Params=26.8M, FLOPs=10.6G2026.05 | 91.41 | 86.08 | 53.05 | 30.31 | |
| nnU-NetCategory=Medical Seg., Params=46.3M, FLOPs=75.1G2026.05 | 90.93 | 85.74 | 53.82 | 32.15 | |
| EfficientSAM-sCategory=Efficient SAM, Params=26.4M, FLOPs=188.0G2026.05 | 87.65 | 81.31 | 43.4 | 29.73 | |
| EfficientSAM-tCategory=Efficient SAM, Params=10.2M, FLOPs=55.9G2026.05 | 87.23 | 81.03 | 42.18 | 25.98 | |
| MK-UNetCategory=Medical Seg., Params=0.32M, FLOPs=0.61G2026.05 | 86.58 | 79.86 | 46.35 | 46.21 | |
| SlimSAMCategory=Efficient SAM, Params=28.0M, FLOPs=189.9G2026.05 | 84.35 | 77.58 | 39.22 | 34.11 | |
| QMedSAMCategory=Medical SAM, Params=9.79M, FLOPs=75.7G2026.05 | 80.89 | 71.08 | 41.18 | 14.55 | |
| Swin-UnetCategory=Medical Seg., Params=27.2M, FLOPs=5.92G2026.05 | 78.45 | 69.33 | 43.47 | 23.88 | |
| 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 | 77.9 | — | — | — | |
| 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 | 77.7 | — | — | — | |
| 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 | 74.4 | — | — | — | |
| SAMedCategory=Medical SAM, Params=91.2M, FLOPs=206.7G2026.05 | 74.19 | 66.4 | 32.83 | 97.57 | |
| 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 | 72.3 | — | — | — | |
| 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 | 71.4 | — | — | — | |
| 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 | 69.1 | — | — | — | |
| 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 | 68.3 | — | — | — | |
| 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 | 63.5 | — | — | — | |
| 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 | 63.5 | — | — | — | |
| 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 | 62.1 | — | — | — | |
| 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 | 61 | — | — | — | |
| 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 | 59.7 | — | — | — | |
| 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 | 40 | — | — | — |