Image Tokenization on Medical Images (inference)
0.36Memory UsagePUMIT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PUMITBatch Size=16, Resolution=2562025.05 | 0.36 | 4,440.09 | |
| PUMITBatch Size=8, Resolution=5122025.05 | 0.56 | 1,691.37 | |
| VQGANBatch Size=16, Resolution=2562025.05 | 3.29 | 136.24 | |
| VAR-VQBatch Size=16, Resolution=2562025.05 | 4.21 | 171.26 | |
| VAR-VQBatch Size=16, Resolution=256, Variant=Duplicate Entry 22025.05 | 4.21 | 171.26 | |
| MedVAEBatch Size=16, Resolution=2562025.05 | 4.61 | 101.56 | |
| MedITokBatch Size=16, Resolution=2562025.05 | 4.69 | 92.81 | |
| VQGANBatch Size=8, Resolution=5122025.05 | 6.31 | 17.76 | |
| MedITokBatch Size=8, Resolution=5122025.05 | 6.75 | 20.63 | |
| TokenFlowBatch Size=16, Resolution=2562025.05 | 7.91 | 44.15 | |
| VAR-VQBatch Size=8, Resolution=5122025.05 | 7.97 | 40.95 | |
| VAR-VQBatch Size=8, Resolution=512, Variant=Duplicate Entry 22025.05 | 7.98 | 40.95 | |
| MedVAEBatch Size=8, Resolution=5122025.05 | 8.89 | 24.34 | |
| Emu3-VQBatch Size=16, Resolution=2562025.05 | 41.12 | 12.68 |