Neural Image Representation on Chest X-ray 64 × 64
0.097MSEMedFuncta + All
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedFuncta + AllBS=24, Param.=7.7 × 10^6, Memory (GB)=21.512025.02 | 0.097 | 40.719 | 98.5 | 0.013 | |
| MedFuncta + ω-ScheduleBS=12, Param.=7.7 × 10^6, Memory (GB)=34.342025.02 | 0.119 | 39.684 | 97.9 | 0.013 | |
| COIN++ (patched)BS=12, Param.=4.5 × 10^6, Memory (GB)=4.292025.02 | 0.153 | 38.477 | 97.6 | 0.014 | |
| MedFuncta + Global lr-schedBS=12, Param.=7.7 × 10^6, Memory (GB)=34.342025.02 | 0.168 | 38.282 | 97.3 | 0.017 | |
| MedFuncta (Baseline)BS=12, Param.=7.7 × 10^6, Memory (GB)=34.342025.02 | 0.179 | 37.836 | 97 | 0.016 | |
| MedFuncta + Cred(γ = 0.25)BS=24, Param.=7.7 × 10^6, Memory (GB)=21.512025.02 | 0.205 | 37.338 | 96.8 | 0.019 | |
| COIN++BS=12, Param.=11.5 × 10^6, Memory (GB)=15.742025.02 | 0.379 | 34.566 | 94 | 0.056 | |
| FunctaBS=12, Param.=17.1 × 10^6, Memory (GB)=25.132025.02 | 0.403 | 34.304 | 94 | 0.059 | |
| SpatialFunctaBS=12, Param.=2.1 × 10^6, Memory (GB)=10.692025.02 | 0.587 | 32.782 | 91.5 | 0.149 |