ResearchBenchmarksRuntime Measurement on ECSSDFollow5.54Running time per epoch (s)UNet4.82329.661614.519.3384May 9, 2025Jun 13, 2025Jul 19, 2025Aug 23, 2025Sep 28, 2025Nov 2, 2025Dec 8, 2025Evaluation ResultsMethodMethodLinksRunning time per epoch (s)UNetGaussian noise (σ)=0.5Gaussian noise (σ)=0.52025.125.54UNet++Gaussian noise (σ)=0.5Gaussian noise (σ)=0.52025.127.36UNet2025.057.72UNet++2025.058.51DeepLabV3+2025.059.18Swin-UNetGaussian noise (σ)=0.5Gaussian noise (σ)=0.52025.1210.87DNGaussian noise (σ)=0.5Gaussian noise (σ)=0.52025.1211.05DN-I2025.0511.32VM TUNet2025.0511.81VM_TUNetGaussian noise (σ)=0.5Gaussian noise (σ)=0.52025.1223.46