fidoptKonfAI synthesis app
A KonfAI synthesis app run through konfai-apps: the variant names an app of fideus-labs/fidopt-synthesis, or one of Valentin Boussot's apps where it lives; the app writes the image of the target modality on the image's grid.
SynthesisGPUversion fideus-labs/fidopt-synthesis (private on Hugging Face for now)every datasetApache-2.0
Run it
With its KonfAI app, at the benchmark's settings:
pip install konfai-apps
| app | Command | |
|---|---|---|
| TotalSynth MR to CT, KonfAI app | Get the app | konfai-apps infer VBoussot/ImpactSynth:MR -i image.nii.gz -o out --gpu 0 |
| TotalSynth CBCT to CT, KonfAI app | Get the app | konfai-apps infer VBoussot/ImpactSynth:CBCT -i image.nii.gz -o out --gpu 0 |
Results
| Dataset | app | # | Read by | Score | Failed | Time s |
|---|---|---|---|---|---|---|
| Head Neck CBCT to CT (HUST) | TotalSynth CBCT to CT, KonfAI app | MAE | 160.2 | 0 | 11 | |
| HaN-Seg, T1 MR to CT | TotalSynth MR to CT, KonfAI app | MAE | 104.0 | 0 | 26 | |
| ICASSP-2024 3D-CBCT challenge, simulated low-dose CBCT to CT | TotalSynth CBCT to CT, KonfAI app | MAE | 972.5 | 0 | 30 | |
| 4D-Lung, CBCT to CT | TotalSynth CBCT to CT, KonfAI app | MAE | 88.2 | 0 | 30 | |
| Multimodal-HC, whole-body MR to CT | TotalSynth MR to CT, KonfAI app | MAE | 75.1 | 0 | 50 | |
| Paired head CT and MR, MR to CT | TotalSynth MR to CT, KonfAI app | MAE | 123.7 | 0 | 22 | |
| Pelvic-Reference-Data, CBCT to CT | TotalSynth CBCT to CT, KonfAI app | MAE | 37.7 | 0 | 47 | |
| Simulated CBCT to planning CT, LCTSC | TotalSynth CBCT to CT, KonfAI app | MAE | 802.0 | 0 | 19 |