ResearchBenchmarksRuntime Measurement on ECSSDRuntime 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