Image Reconstruction on MNIST (LPIPS, rFID, SSIM, PSNR)
0.01MSELDA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LDANumber of runs=52025.07 | 0.01 | — | — | — | — | — | |
| NegBio-VAEvariant=MC-C2025.08 | 0.0123 | — | — | 86.61 | — | — | |
| P-VAE2025.08 | 0.0125 | — | — | 85.81 | — | — | |
| NegBio-VAEvariant=DS-C2025.08 | 0.0125 | — | — | 85.54 | — | — | |
| NegBio-VAEvariant=MC-G2025.08 | 0.0156 | — | — | 84.87 | — | — | |
| Only WDIWCDNumber of runs=52025.07 | 0.016 | — | — | — | — | — | |
| NegBio-VAEvariant=DS-G2025.08 | 0.0168 | — | — | 79.6 | — | — | |
| VAE+WDIWCDNumber of runs=52025.07 | 0.019 | — | — | — | — | — | |
| SPCNumber of runs=52025.07 | 0.019 | — | — | — | — | — | |
| VAE+WDDWCCNumber of runs=52025.07 | 0.02 | — | — | — | — | — | |
| ULHMrho=0.252026.01 | 0.021 | — | — | — | — | — | |
| Only VAENumber of runs=52025.07 | 0.021 | — | — | — | — | — | |
| C-VAE2025.08 | 0.0222 | — | — | 77.12 | — | — | |
| ResNetrho=0.252026.01 | 0.023 | — | — | — | — | — | |
| Only WDDWCCNumber of runs=52025.07 | 0.023 | — | — | — | — | — | |
| VAE+CELNumber of runs=52025.07 | 0.023 | — | — | — | — | — | |
| Only CELNumber of runs=52025.07 | 0.025 | — | — | — | — | — | |
| AttentionUNetrho=0.252026.01 | 0.026 | — | — | — | — | — | |
| UNetrho=0.252026.01 | 0.027 | — | — | — | — | — | |
| DenseNetrho=0.252026.01 | 0.027 | — | — | — | — | — | |
| ULHMrho=0.22026.01 | 0.027 | — | — | — | — | — | |
| ResNetrho=0.22026.01 | 0.031 | — | — | — | — | — | |
| UNetrho=0.22026.01 | 0.035 | — | — | — | — | — | |
| AttentionUNetrho=0.22026.01 | 0.035 | — | — | — | — | — | |
| ULHMrho=0.152026.01 | 0.035 | — | — | — | — | — | |
| DenseNetrho=0.22026.01 | 0.037 | — | — | — | — | — | |
| G-VAE2025.08 | 0.0377 | — | — | 67.9 | — | — | |
| L-VAE2025.08 | 0.0377 | — | — | 71.24 | — | — | |
| ResNetrho=0.152026.01 | 0.044 | — | — | — | — | — | |
| UNetrho=0.152026.01 | 0.051 | — | — | — | — | — | |
| AttentionUNetrho=0.152026.01 | 0.051 | — | — | — | — | — | |
| ULHMrho=0.12026.01 | 0.054 | — | — | — | — | — | |
| DenseNetrho=0.152026.01 | 0.055 | — | — | — | — | — | |
| VAErho=0.252026.01 | 0.068 | — | — | — | — | — | |
| VAErho=0.22026.01 | 0.07 | — | — | — | — | — | |
| ResNetrho=0.12026.01 | 0.074 | — | — | — | — | — | |
| VAErho=0.152026.01 | 0.077 | — | — | — | — | — | |
| UNetrho=0.12026.01 | 0.084 | — | — | — | — | — | |
| AttentionUNetrho=0.12026.01 | 0.084 | — | — | — | — | — | |
| DenseNetrho=0.12026.01 | 0.092 | — | — | — | — | — | |
| VAErho=0.12026.01 | 0.097 | — | — | — | — | — | |
| VAE + IGNIterations=30, Backbone=VAE2026.06 | 0.118 | 0.144 | 30.5 | — | — | — | |
| VAE + OursIterations=30, Backbone=VAE2026.06 | 0.14 | 0.173 | 1.12 | — | — | — | |
| VAEIterations=30, Backbone=VAE2026.06 | 0.157 | 0.191 | 1.7 | — | — | — | |
| VAIS-GPLVMSize=(300, 784)2024.08 | 0.31 | — | — | — | — | -496 | |
| Standard GPLVMSize=(300, 784)2024.08 | 0.36 | — | — | — | — | -484 | |
| CVQ-VAEK x d*=1024 x 1282026.01 | — | 0.0222 | 1.8 | 98.33 | 27.87 | — | |
| HVQ-VAEK x d*=1024 x 1282026.01 | — | 0.027 | 3.17 | 97.9 | 26.9 | — | |
| LooCK x d*=32 x 42026.01 | — | 0.0083 | 1.7 | 99.61 | 35.15 | — | |
| LooCK x d*=256 x 42026.01 | — | 0.0058 | 1.31 | 99.76 | 37.58 | — | |
| PQK x d*=256 x 4 x #322026.01 | — | 0.012 | 1.76 | 99.33 | 32.32 | — | |
| SQ-VAEK x d*=1024 x 1282026.01 | — | 0.0256 | 3.05 | 98.19 | 27.49 | — | |
| VQ-VAEK x d*=1024 x 1282026.01 | — | 0.0282 | 3.43 | 97.77 | 26.48 | — |