Inference Cost Analysis on 512^3 volume (test)
1Inference Time per VolumeSwinUNETR-3D
Evaluation results
| Method | Links | |
|---|---|---|
| SwinUNETR-3DParadigm=Transformer, Sampling Steps=12026.04 | 1 | |
| GDMParadigm=Drifting, Sampling Steps=12026.04 | 1 | |
| REDCNN-3DParadigm=CNN, Sampling Steps=12026.04 | 2 | |
| DDPMParadigm=Diffusion, Sampling Steps=10002026.04 | 8 | |
| Pix2Pix-3DParadigm=GAN, Sampling Steps=12026.04 | 9.69 | |
| EAGAN-3DParadigm=GAN, Sampling Steps=12026.04 | 10.12 | |
| ResUNet-3DParadigm=CNN, Sampling Steps=12026.04 | 10.32 | |
| Flow MatchingParadigm=Flow, Sampling Steps=1002026.04 | 31 | |
| FBPConvNet-3DParadigm=CNN, Sampling Steps=12026.04 | 35.63 | |
| UniPCParadigm=Diffusion, Sampling Steps=1002026.04 | 43 | |
| DDIMParadigm=Diffusion, Sampling Steps=1002026.04 | 48 | |
| DPM-Solver++Paradigm=Diffusion, Sampling Steps=1002026.04 | 51 |