Image Generation on MNIST (test)
1.46FIDLFR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LFRNFE=12026.01 | 1.46 | — | 0.0008 | 2.085 | |
| CCVFM Stage IIINFE=51, L=502026.05 | 1.91 | — | — | — | |
| LFRNFE=102026.01 | 2.18 | — | 0.0016 | 2.095 | |
| DFRNFE=102026.01 | 2.19 | — | 0.0015 | 2.123 | |
| CCVFM Stage IIINFE=21, L=202026.05 | 2.26 | — | — | — | |
| DFRNFE=12026.01 | 2.42 | — | 0.0015 | 2.139 | |
| FMRefiner2026.01 | 2.87 | — | 0.0023 | 2.075 | |
| DiffuseVAE2026.01 | 3.92 | — | 0.0028 | 2.093 | |
| Base2026.01 | 3.95 | — | 0.0036 | 2.077 | |
| CCVFM Stage IIINFE=11, L=102026.05 | 4.05 | — | — | — | |
| CCVFM Stage IIINFE=6, L=52026.05 | 13.8 | — | — | — | |
| ALIGN-FLAlgorithm=ALIGN-FL2025.12 | 81.91 | — | — | — | |
| ContrastSynthOnlyAlgorithm=ContrastSynthOnly2025.12 | 89.64 | — | — | — | |
| ContrastAvgSynthAlgorithm=ContrastAvgSynth2025.12 | 99.68 | — | — | — | |
| FedAvgAlgorithm=FedAvg2025.12 | 148.7 | — | — | — | |
| FedProxAlgorithm=FedProx2025.12 | 150.14 | — | — | — | |
| MOON-BaseAlgorithm=MOON-Base2025.12 | 230 | — | — | — | |
| ARMImages/sec=83.5772, Time Complexity=O(N^2d)2026.02 | — | 0.5685 | — | — | |
| EmergingST (ms)=332.7 ±2.7, FT (ms)=121.0 ±1.5, param (M)=0.162025.12 | — | 630 | — | — | |
| FIncFlowST (ms)=47.3 ±2.3, FT (ms)=95.1 ±2.5, param (M)=5.162025.12 | — | 411 | — | — | |
| HoffmanModel Architecture=Fully connected deep neural networks2022.09 | — | 1.189 | — | — | |
| Inverse-FlowST (ms)=12.2 ±1.1, FT (ms)=77.9 ±1.3, param (M)=0.62025.12 | — | 350 | — | — | |
| KARMImages/sec=105.6037, Time Complexity=O(NWd)2026.02 | — | 0.5652 | — | — | |
| LAEALD iterations (T)=2, sigma=0.05, Model Architecture=Fully connected deep neural networks2022.09 | — | 1.177 | — | — | |
| LARMImages/sec=499.3672, Time Complexity=O(Nd^2)2026.02 | — | 0.5855 | — | — | |
| SNFST (ms)=33.5 ±2.2, FT (ms)=212.5 ±7.3, param (M)=1.22025.12 | — | 557 | — | — | |
| VAEModel Architecture=Fully connected deep neural networks2022.09 | — | 1.189 | — | — | |
| VAE-flowModel Architecture=Fully connected deep neural networks2022.09 | — | 1.183 | — | — |