Image Reconstruction on ImageNet
36.99PSNRProxyImg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ProxyImgTime (mins)=2.62026.02 | 36.99 | 0.9525 | — | 0.0805 | 0.3 | — | — | — | |
| ProxyImgCodes=263, Params=599552026.02 | 36.99 | 0.9525 | — | 0.0805 | 0.3 | — | — | — | |
| GaussImg.Time (mins)=32026.02 | 36.75 | 0.9617 | — | 0.0857 | 0.31 | — | — | — | |
| U-LDA2026.03 | 36.66 | — | — | — | — | — | 95.56 | — | |
| LDA2026.03 | 35.37 | — | — | — | — | — | 94.26 | — | |
| HUMUS-Net2026.03 | 34.52 | — | — | — | — | — | 93.97 | — | |
| U-MRI2026.03 | 34.33 | — | — | — | — | — | 93.37 | — | |
| DnCn2026.03 | 33.9 | — | — | — | — | — | 92.87 | — | |
| HYDRA-XTOKCompression Spatial (fs)=16×, Compression Temporal (ft)=1×, Input Resolution=256×256, Training Data=ImageNet-1.2M, Variant=†2026.06 | 32.96 | 0.905 | 0.154 | — | — | — | — | — | |
| FLUX.1 [dev]Compression Spatial (fs)=8×, Compression Temporal (ft)=1×, Input Resolution=256×2562026.06 | 32.86 | 0.917 | 0.176 | — | — | — | — | — | |
| Meta2026.03 | 32.81 | — | — | — | — | — | 90.95 | — | |
| PUSNet-MK2026.03 | 32.64 | 0.946 | — | — | — | — | — | 0.018 | |
| Qwen-ImageCompression Spatial (fs)=8×, Compression Temporal (ft)=1×, Input Resolution=256×2562026.06 | 32.18 | 0.899 | 1.459 | — | — | — | — | — | |
| HYDRA-XTOK (Stage 3)Compression Spatial (fs)=16×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 32.04 | 0.898 | 0.465 | — | — | — | — | — | |
| UNet2026.03 | 31.36 | — | — | — | — | — | 89.94 | — | |
| Wan2.2Compression Spatial (fs)=16×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 31.25 | 0.878 | 0.749 | — | — | — | — | — | |
| S-SVG2026.02 | 29.96 | 0.9028 | — | 0.2496 | 1.4 | — | — | — | |
| AToken-So/C (Stage 3)Compression Spatial (fs)=16×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 29.72 | 0.848 | 0.209 | — | — | — | — | — | |
| PUSNet2026.03 | 29.24 | 0.942 | — | — | — | — | — | 0.027 | |
| DiffBCPMasking Pattern=Uniform(0.7), Prior=smooth or pre-trained model prior2026.06 | 28.95 | — | — | 21.27 | — | — | 84.53 | — | |
| Baluja2026.03 | 28.14 | 0.902 | — | — | — | — | — | 0.031 | |
| ChenFeature Dimension=512, Codes=6144, Params=1134112026.02 | 28.07 | 0.8717 | — | 0.2593 | 1.56 | — | — | — | |
| ChenFeature Dimension=256, Codes=3072, Params=581152026.02 | 27.85 | 0.8692 | — | 0.2595 | 1.64 | — | — | — | |
| SIRENLayers=5, Params=833312026.02 | 27.7 | 0.8688 | — | 0.2605 | 1.7 | — | — | — | |
| VAVAECompression Spatial (fs)=16×, Compression Temporal (ft)=1×, Input Resolution=256×256, Training Data=ImageNet-1.2M2026.06 | 27.7 | 0.798 | 0.279 | — | — | — | — | — | |
| DiffBCPMasking Pattern=Irregular, Prior=smooth or pre-trained model prior2026.06 | 27.02 | — | — | 19.66 | — | — | 83.09 | — | |
| OmniTokenizerCompression Spatial (fs)=8×, Compression Temporal (ft)=4×, Input Resolution=256×2562026.06 | 26.74 | 0.824 | 1.023 | — | — | — | — | — | |
| SD-VAECompression Spatial (fs)=8×, Compression Temporal (ft)=1×, Input Resolution=256×2562026.06 | 26.26 | 0.745 | 0.606 | — | — | — | — | — | |
| HiNet2026.03 | 26.11 | 0.808 | — | — | — | — | — | 0.039 | |
| DeepTensorMasking Pattern=Uniform(0.7), Structure=deep (neural network)2026.06 | 26.03 | — | — | 32.6 | — | — | 68.81 | — | |
| SIRENLayers=3, Params=503072026.02 | 26.02 | 0.8267 | — | 0.2773 | 2.5 | — | — | — | |
| HLRTFMasking Pattern=Uniform(0.7), Structure=deep (neural network)2026.06 | 26 | — | — | 38.56 | — | — | 73.94 | — | |
| DVGTime (mins)=89.82026.02 | 25.8 | 0.8459 | — | 0.3823 | 2.63 | — | — | — | |
| VP-VAECodebook Size=163842026.02 | 25.4315 | 0.7535 | — | 0.1481 | — | 0.7718 | — | — | |
| FSPCodebook Size=163842026.02 | 25.3974 | 0.7466 | — | 0.1534 | — | 0.6887 | — | — | |
| LIVETime (mins)=>10002026.02 | 25.36 | 0.8443 | — | 0.4076 | 2.91 | — | — | — | |
| UniTokCompression Spatial (fs)=16×, Compression Temporal (ft)=1×, Input Resolution=256×2562026.06 | 25.34 | 0.742 | 0.362 | — | — | — | — | — | |
| SimVQCodebook Size=163842026.02 | 25.3304 | 0.7496 | — | 0.1458 | — | 0.8164 | — | — | |
| O&RTime (mins)=81.32026.02 | 25.26 | 0.8464 | — | 0.4058 | 2.98 | — | — | — | |
| DeepTensorMasking Pattern=Irregular, Structure=deep (neural network)2026.06 | 25.16 | — | — | 29.3 | — | — | 73.1 | — | |
| LIIFSpatial Grid Proportion=1/4, Codes=16384, Params=2647072026.02 | 25.09 | 0.8241 | — | 0.292 | 3.1 | — | — | — | |
| DiffBCPMasking Pattern=Stripe, Prior=smooth or pre-trained model prior2026.06 | 25.07 | — | — | 24.83 | — | — | 77.58 | — | |
| BTRMasking Pattern=Uniform(0.7)2026.06 | 25.03 | — | — | 43.58 | — | — | 63.44 | — | |
| DiffBCPMasking Pattern=Uniform(0.9), Prior=smooth or pre-trained model prior2026.06 | 25.03 | — | — | 35.58 | — | — | 71.49 | — | |
| tCTVMasking Pattern=Uniform(0.7), Prior=smooth or pre-trained model prior2026.06 | 24.94 | — | — | 36.78 | — | — | 60.13 | — | |
| VP-VAECodebook Size=40962026.02 | 24.9336 | 0.74 | — | 0.1653 | — | 0.8004 | — | — | |
| FSPCodebook Size=40962026.02 | 24.9106 | 0.7323 | — | 0.1598 | — | 0.8074 | — | — | |
| VQ-VAECodebook Size=163842026.02 | 24.8349 | 0.7359 | — | 0.1592 | — | 0.2621 | — | — | |
| FSQCodebook Size=163842026.02 | 24.8198 | 0.7237 | — | 0.1627 | — | 0.7756 | — | — | |
| SimVQCodebook Size=40962026.02 | 24.8154 | 0.7339 | — | 0.1578 | — | 0.8504 | — | — | |
| FSQCodebook Size=40962026.02 | 24.4162 | 0.7065 | — | 0.1749 | — | 0.7759 | — | — | |
| VP-VAECodebook Size=10242026.02 | 24.41 | 0.7115 | — | 0.179 | — | 0.7912 | — | — | |
| VQ-VAECodebook Size=40962026.02 | 24.3765 | 0.7113 | — | 0.177 | — | 0.2371 | — | — | |
| BCPMasking Pattern=Uniform(0.7)2026.06 | 24.34 | — | — | 47.97 | — | — | 61.07 | — | |
| SimVQCodebook Size=10242026.02 | 24.3343 | 0.707 | — | 0.1719 | — | 0.8736 | — | — | |
| FSPCodebook Size=10242026.02 | 24.2681 | 0.7115 | — | 0.1795 | — | 0.8466 | — | — | |
| FSQCodebook Size=10242026.02 | 24.0973 | 0.6878 | — | 0.1931 | — | 0.8 | — | — | |
| DeepTensorMasking Pattern=Stripe, Structure=deep (neural network)2026.06 | 23.87 | — | — | 32.6 | — | — | 68.64 | — | |
| VQ-VAECodebook Size=10242026.02 | 23.852 | 0.6851 | — | 0.1911 | — | 0.3604 | — | — | |
| VP-VAECodebook Size=2562026.02 | 23.8329 | 0.6759 | — | 0.1989 | — | 0.7859 | — | — | |
| FSPCodebook Size=2562026.02 | 23.7919 | 0.6736 | — | 0.1989 | — | 0.8819 | — | — | |
| DeepTensorMasking Pattern=Uniform(0.9), Structure=deep (neural network)2026.06 | 23.74 | — | — | 42.85 | — | — | 56.46 | — | |
| SimVQCodebook Size=2562026.02 | 23.6599 | 0.6827 | — | 0.1927 | — | 0.9363 | — | — | |
| tCTVMasking Pattern=Irregular, Prior=smooth or pre-trained model prior2026.06 | 23.62 | — | — | 33.89 | — | — | 55.96 | — | |
| SODALatent Dim=20482023.11 | 23.6 | 0.93 | 2.77 | 0.19 | — | — | — | — | |
| VQ-VAECodebook Size=2562026.02 | 23.5942 | 0.6704 | — | 0.2121 | — | 0.3617 | — | — | |
| FSQCodebook Size=2562026.02 | 23.4555 | 0.6645 | — | 0.2182 | — | 0.8574 | — | — | |
| HLRTFMasking Pattern=Stripe, Structure=deep (neural network)2026.06 | 23.3 | — | — | 38.34 | — | — | 70.09 | — | |
| tCTVMasking Pattern=Uniform(0.9), Prior=smooth or pre-trained model prior2026.06 | 23.03 | — | — | 48.5 | — | — | 54.83 | — | |
| UDH2026.03 | 23.02 | 0.821 | — | — | — | — | — | 0.061 | |
| tCTVMasking Pattern=Stripe, Prior=smooth or pre-trained model prior2026.06 | 22.87 | — | — | 41.47 | — | — | 58.14 | — | |
| DALL-ELatent Dim=512x32x32, Codebook Cardinality=8K2023.11 | 22.8 | 0.73 | 32.01 | 1.95 | — | — | — | — | |
| HLRTFMasking Pattern=Uniform(0.9), Structure=deep (neural network)2026.06 | 22.65 | — | — | 50.66 | — | — | 59.35 | — | |
| BTRMasking Pattern=Irregular2026.06 | 22.44 | — | — | 42.94 | — | — | 60.81 | — | |
| Vila-UCompression Spatial (fs)=16×, Compression Temporal (ft)=1×, Input Resolution=256×2562026.06 | 22.24 | 0.612 | 4.231 | — | — | — | — | — | |
| VQGANLatent Dim=256x32x32, Codebook Cardinality=8K2023.11 | 22.2 | 0.65 | 1.49 | 1.17 | — | — | — | — | |
| HLRTFMasking Pattern=Irregular, Structure=deep (neural network)2026.06 | 22.01 | — | — | 35.73 | — | — | 71.83 | — | |
| LIIFSpatial Grid Proportion=1/8, Codes=4096, Params=680992026.02 | 21.82 | 0.6347 | — | 0.5059 | 6.58 | — | — | — | |
| BTRMasking Pattern=Uniform(0.9)2026.06 | 21.8 | — | — | 56.15 | — | — | 48.37 | — | |
| GLONMasking Pattern=Irregular, Prior=smooth or pre-trained model prior2026.06 | 21.54 | — | — | 41.01 | — | — | 54.86 | — | |
| BCPMasking Pattern=Irregular2026.06 | 21.33 | — | — | 41.93 | — | — | 61.21 | — | |
| GLONMasking Pattern=Stripe, Prior=smooth or pre-trained model prior2026.06 | 20.65 | — | — | 45.6 | — | — | 53.14 | — | |
| BCPMasking Pattern=Uniform(0.9)2026.06 | 20.17 | — | — | 59.46 | — | — | 39.71 | — | |
| VQGANLatent Dim=256x16x16, Codebook Cardinality=16K2023.11 | 19.9 | 0.51 | 4.98 | 1.83 | — | — | — | — | |
| HiDDeN2026.03 | 19.88 | 0.76 | — | — | — | — | — | 0.081 | |
| VQGANLatent Dim=256x16x16, Codebook Cardinality=1K2023.11 | 19.4 | 0.5 | 7.94 | 1.98 | — | — | — | — | |
| BTRMasking Pattern=Stripe2026.06 | 18.68 | — | — | 49.79 | — | — | 49.45 | — | |
| RAECompression Spatial (fs)=16×, Compression Temporal (ft)=1×, Input Resolution=256×256, Training Data=ImageNet-1.2M2026.06 | 18.05 | 0.5 | 2.04 | — | — | — | — | — | |
| GLONMasking Pattern=Uniform(0.7), Prior=smooth or pre-trained model prior2026.06 | 12.47 | — | — | 60.45 | — | — | 27.46 | — | |
| TokenBridgeCodebook Size=2562026.02 | 11.6525 | 0.2024 | — | 0.6079 | — | 0.9887 | — | — | |
| TokenBridgeCodebook Size=40962026.02 | 11.5554 | 0.192 | — | 0.6071 | — | 0.9887 | — | — | |
| TokenBridgeCodebook Size=10242026.02 | 11.4561 | 0.1985 | — | 0.6108 | — | 0.9887 | — | — | |
| TokenBridgeCodebook Size=163842026.02 | 11.4447 | 0.1969 | — | 0.6166 | — | 0.9888 | — | — | |
| BCPMasking Pattern=Stripe2026.06 | 10.05 | — | — | 62.56 | — | — | 28.62 | — | |
| DALL-E 2Latent Dim=10242023.11 | 9 | 0.11 | 16.53 | 0.66 | — | — | — | — | |
| GLONMasking Pattern=Uniform(0.9), Prior=smooth or pre-trained model prior2026.06 | 7.02 | — | — | 70.43 | — | — | 15.39 | — | |
| RAE-d768Latent Dimension=7682025.12 | — | — | 0.57 | — | — | — | — | — | |
| SD-VAEBackbone=SD-VAE2025.12 | — | — | 0.63 | — | — | — | — | — | |
| UniTokBackbone=UniTok2025.12 | — | — | 0.41 | — | — | — | — | — | |
| VA-VAE-d32Latent Dimension=322025.12 | — | — | 0.28 | — | — | — | — | — |