Polyp Segmentation on PolypGen 2 video sequences (test)
71.48Dice CoefficientGRAFNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GRAFNetParams(M)=24.85, FLOPs=21.75, MeanFPS=2.7685, AvgTime (s)=0.3612, Trained on Kvasir-SEG=true2026.02 | 71.48 | 59.71 | 68.76 | 95.75 | 68.34 | 75.67 | |
| MDPNetYear=2025, Params(M)=18.42, FLOPs=22.14, MeanFPS=1.8976, AvgTime (s)=0.5269, Trained on Kvasir-SEG=true2026.02 | 69.85 | 58.67 | 66.23 | 95.23 | 67.12 | 71.23 | |
| SGU-NetYear=2023, Params(M)=8.76, FLOPs=18.65, MeanFPS=1.4437, AvgTime (s)=0.6927, Trained on Kvasir-SEG=true2026.02 | 69.68 | 57.96 | 67.68 | 93.62 | 66.34 | 72.34 | |
| FoBSYear=2024, Params(M)=15.67, FLOPs=19.23, MeanFPS=2.1245, AvgTime (s)=0.4708, Trained on Kvasir-SEG=true2026.02 | 69.23 | 58.23 | 65.34 | 94.89 | 65.67 | 73.45 | |
| DilatedSegNetYear=2023, Params(M)=18.11, FLOPs=27.19, MeanFPS=1.5898, AvgTime (s)=0.6290, Trained on Kvasir-SEG=true2026.02 | 67.99 | 56.02 | 62.89 | 94.75 | 64.56 | 71.23 | |
| AGCNetYear=2023, Params(M)=3.89, FLOPs=18.64, MeanFPS=2.1628, AvgTime (s)=0.4624, Trained on Kvasir-SEG=true2026.02 | 63.45 | 51.26 | 58.8 | 91.41 | 60.23 | 68.45 | |
| UNetYear=2015, Params(M)=34.53, FLOPs=65.47, MeanFPS=1.20, AvgTime (s)=0.8352, Trained on Kvasir-SEG=true2026.02 | 61.86 | 49.71 | 56.81 | 92.39 | 59.23 | 68.34 | |
| FCB-FormerYear=2022, Params(M)=52.94, FLOPs=40.88, MeanFPS=0.7694, AvgTime (s)=1.2996, Trained on Kvasir-SEG=true2026.02 | 61.1 | 49.95 | 59.56 | 93.85 | 58.34 | 62.89 | |
| SegNetYear=2017, Params(M)=40.13, FLOPs=29.44, MeanFPS=0.4961, AvgTime (s)=2.0156, Trained on Kvasir-SEG=true2026.02 | 60.27 | 48.16 | 54.82 | 93.37 | 57.56 | 65.67 | |
| ColonSegNetYear=2021, Params(M)=5.01, FLOPs=62.16, MeanFPS=1.4434, AvgTime (s)=0.6928, Trained on Kvasir-SEG=true2026.02 | 58.9 | 46.5 | 54.7 | 92.07 | 54.56 | 64.23 | |
| CE-NetYear=2019, Params(M)=29, FLOPs=8.90, MeanFPS=5.2169, AvgTime (s)=0.1917, Trained on Kvasir-SEG=true2026.02 | 56.16 | 44.02 | 50.13 | 91.95 | 52.34 | 62.34 | |
| UNet++Year=2018, Params(M)=29.00, FLOPs=8.90, MeanFPS=0.5254, AvgTime (s)=0.4030, Trained on Kvasir-SEG=true2026.02 | 52.54 | 40.3 | 46.74 | 91.99 | 48.23 | 58.34 | |
| CMUNextYear=2024, Params(M)=3.15, FLOPs=7.42, MeanFPS=4.9599, AvgTime (s)=0.2016, Trained on Kvasir-SEG=true2026.02 | 46.96 | 36.66 | 51.32 | 93.14 | 45.34 | 48.23 | |
| DUCK-NetYear=2023, Params(M)=40.10, FLOPs=25.07, MeanFPS=1.0517, AvgTime (s)=0.9508, Trained on Kvasir-SEG=true2026.02 | 44.29 | 30.83 | 38.35 | 88.91 | 37.56 | 51.23 |