Longitudinal Brain MRI Synthesis on ADNI (test)
0.9433SSIMCLIMB
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIMBAutoencoder=GATE, Diffusion=Mamba-based, Time (s/image)=2.92, Memory (Mb)=56992026.04 | 0.9433 | 27.82 | 0.002 | 0.0587 | |
| BrLPAutoencoder=VAE, Diffusion=SA-based, Time (s/image)=4.01, Memory (Mb)=98232026.04 | 0.9209 | 26.32 | 0.003 | 0.1171 | |
| BrLPAutoencoder=VAE, Diffusion=SA-based, Source=Reported in [1]2026.04 | 0.91 | — | 0.004 | — | |
| Latent-SADMAutoencoder=VAE, Diffusion=SA-based, Time (s/image)=6.35, Memory (Mb)=88792026.04 | 0.8818 | 23.7 | 0.0048 | 0.1112 | |
| Baselinemode=Out = In2026.04 | 0.8739 | 26.14 | 0.003 | — | |
| ADP-DiT2026.04 | 0.8739 | 29.32 | 0.0024 | — | |
| SwinUNETR-V22026.04 | 0.8535 | 28.37 | 0.0019 | — | |
| Latent-SADMAutoencoder=VAE, Diffusion=SA-based, Source=Reported in [1]2026.04 | 0.85 | — | 0.008 | — | |
| Stable Diffusion 2.12026.04 | 0.7952 | 23.44 | 0.0055 | — | |
| Diffusion Transformer2026.04 | 0.7652 | 23.24 | 0.0052 | — | |
| VQGAN-CLIP2026.04 | 0.7463 | 22.97 | 0.0055 | — | |
| Diffusion-CLIP2026.04 | 0.6556 | 24.33 | 0.0051 | — | |
| FCDiffusion2026.04 | 0.5474 | 20.55 | 0.0106 | — |