Image Reconstruction on CIFAR-10 (test)
0.007MSEUFSL
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UFSLNetwork=ResNet182026.02 | 0.007 | — | — | — | 0.949 | — | — | — | — | — | — | |
| UFSL+DPNetwork=ResNet18, sigma^2=0.22026.02 | 0.01 | — | — | — | 0.922 | — | — | — | — | — | — | |
| IFCA2025.06 | 0.019 | — | — | — | — | — | — | — | — | — | — | |
| CLoVE2025.06 | 0.021 | — | — | — | — | — | — | — | — | — | — | |
| Local-only2025.06 | 0.022 | — | — | — | — | — | — | — | — | — | — | |
| FedAvg2025.06 | 0.026 | — | — | — | — | — | — | — | — | — | — | |
| UFSL+KANetwork=ResNet18, k=32026.02 | 0.035 | — | — | — | 0.752 | — | — | — | — | — | — | |
| KD-UFSLNetwork=ResNet182026.02 | 0.086 | — | — | — | 0.547 | — | — | — | — | — | — | |
| KD-UFSLNetwork=ConvNet2026.02 | 0.285 | — | — | — | 0.034 | — | — | — | — | — | — | |
| UFSLNetwork=ResNet502026.02 | 0.292 | — | — | — | 0.065 | — | — | — | — | — | — | |
| UFSL+DPNetwork=ResNet50, sigma^2=0.22026.02 | 0.306 | — | — | — | 0.094 | — | — | — | — | — | — | |
| UFSLNetwork=ConvNet2026.02 | 0.307 | — | — | — | 0.118 | — | — | — | — | — | — | |
| UFSL+KANetwork=ConvNet, k=32026.02 | 0.323 | — | — | — | 0.034 | — | — | — | — | — | — | |
| UFSL+DPNetwork=ConvNet, sigma^2=0.22026.02 | 0.327 | — | — | — | 0.108 | — | — | — | — | — | — | |
| UFSL+KANetwork=ResNet50, k=32026.02 | 0.332 | — | — | — | 0.026 | — | — | — | — | — | — | |
| KD-UFSLNetwork=ResNet502026.02 | 0.335 | — | — | — | 0.033 | — | — | — | — | — | — | |
| ALICE2022.03 | — | 0.185 | — | — | — | — | — | — | — | — | — | |
| BiDVL2022.03 | — | 0.168 | — | — | — | — | — | — | — | — | — | |
| BP-AdamOptimizer=Adam, Mini-batch size=1, Network Architecture=3072-1024-512-100-512-1024-3072, Training Duration=1 epoch2022.06 | — | — | 1,912.202 | — | — | — | — | — | — | — | — | |
| BP-SGDOptimizer=SGD, Mini-batch size=1, Network Architecture=3072-1024-512-100-512-1024-3072, Training Duration=1 epoch2022.06 | — | — | 1,937.884 | — | — | — | — | — | — | — | — | |
| Cold DiffusionImage State=Degraded Image2022.08 | — | 0.078 | — | 97.39 | 0.937 | — | — | — | — | — | — | |
| Cold DiffusionImage State=Reconstruction2022.08 | — | 0.069 | — | 45.74 | 0.942 | — | — | — | — | — | — | |
| Divergence triangle2022.03 | — | 0.177 | — | — | — | — | — | — | — | — | — | |
| ENF#Param=522K2026.06 | — | — | — | — | — | — | — | — | — | — | 42.2 | |
| Functa#Param=2.6M2026.06 | — | — | — | — | — | — | — | — | — | — | 38.1 | |
| IL-proxOptimizer=Proximal, Mini-batch size=1, Network Architecture=3072-1024-512-100-512-1024-3072, Training Duration=1 epoch2022.06 | — | — | 1,878.463 | — | — | — | — | — | — | — | — | |
| IL-prox fastOptimizer=Proximal (Fast), Mini-batch size=1, Network Architecture=3072-1024-512-100-512-1024-3072, Training Duration=1 epoch2022.06 | — | — | 1,875.899 | — | — | — | — | — | — | — | — | |
| IL-SGDOptimizer=SGD, Mini-batch size=1, Network Architecture=3072-1024-512-100-512-1024-3072, Training Duration=1 epoch2022.06 | — | — | 2,004.062 | — | — | — | — | — | — | — | — | |
| LH-NeF#Param=198K2026.06 | — | — | — | — | — | — | — | — | — | — | 44.4 | |
| PEFTLeakPre-trained Backbone=ViT-B/16 [14], Patch Size=16x16, Bottleneck Dimension (r)=64, Batch Size=32, Input Resolution=32x322025.06 | — | — | — | — | 0.74 | 0.1 | 0.09 | 0.11 | 0.21 | 0.12 | — | |
| Spatial Functa#Param=425K‡2026.06 | — | — | — | — | — | — | — | — | — | — | 39 | |
| SVAE2022.03 | — | 0.258 | — | — | — | — | — | — | — | — | — | |
| VAE2022.03 | — | 0.192 | — | — | — | — | — | — | — | — | — |