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ResearchFormerly WizWand

Cancer lesion segmentation on Melanoma

76.96DSC3DUX-Net
60.600864.847969.09573.3421Jul 8, 2025
Updated 8mo ago

Evaluation results

MethodLinks
3DUX-NetParameters (M)=83.81, FLOPS (GFLOPS)=1509.02, Prompt-Based=false2025.0776.9664.93
DpDNetParameters (M)=15.19, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.0776.4465.15
CLIP-drivenParameters (M)=15.34, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.0775.8264.36
Dod-NetParameters (M)=15.14, FLOPS (GFLOPS)=139.26, Prompt-Based=true2025.0775.5764.1
nnU-Net+Parameters (M)=46.71, FLOPS (GFLOPS)=833.94, Prompt-Based=false2025.0775.4663.7
STU-Net-BParameters (M)=58.16, FLOPS (GFLOPS)=548.61, Prompt-Based=false2025.0775.0362.52
UniSegParameters (M)=15.12, FLOPS (GFLOPS)=138.79, Prompt-Based=true2025.0772.761.09
nnU-NetParameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.0772.4460.17
nnU-Net (Single-task)Parameters (M)=30.79, FLOPS (GFLOPS)=526.29, Prompt-Based=false2025.0772.1960.43
STU-NetParameters (M)=14.55, FLOPS (GFLOPS)=138.70, Prompt-Based=false2025.0770.5358.32
U-MambaParameters (M)=42.12, FLOPS (GFLOPS)=1067.69, Prompt-Based=false2025.0770.3458.38
SwinUNETParameters (M)=46.49, FLOPS (GFLOPS)=202.58, Prompt-Based=false2025.0768.7155.87
UNETRParameters (M)=96.19, FLOPS (GFLOPS)=196.92, Prompt-Based=false2025.0761.2348.27