Image Reconstruction on ImageNet 50K 256x256 (val)
0.27rFIDSPAR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPARRatio=32, Tokenizer Type=Unified Tokenizer2026.06 | 0.27 | 26.65 | — | 85.6 | |
| VA-VAERatio=16, Tokenizer Type=Generative Only Tokenizer2026.06 | 0.28 | 27.96 | — | 79 | |
| RAERatio=16, Tokenizer Type=Generative Only Tokenizer2026.06 | 0.49 | 19.23 | — | 62 | |
| DualTokenRatio=16, Tokenizer Type=Unified Tokenizer2026.06 | 0.54 | 23.56 | — | 74.2 | |
| DC-AERatio=32, Tokenizer Type=Generative Only Tokenizer2026.06 | 0.69 | 23.85 | — | 66 | |
| GigaTokTokens=256, Ratio=16, Codebook Size=163842026.02 | 0.79 | 21.65 | — | — | |
| UniWeTokTokens=8 x 8, Ratio=32, Codebook Size=2^1282026.02 | 0.79 | 23.26 | 100 | — | |
| UniLIPRatio=32, Tokenizer Type=Unified Tokenizer2026.06 | 0.79 | 22.99 | — | 74.7 | |
| AliTokTokens=273, Ratio=15.5, Codebook Size=40962026.02 | 0.84 | — | — | — | |
| VFMTokTokens=256, Ratio=16, Codebook Size=163842026.02 | 0.89 | — | 100 | — | |
| FlowMo-LoTokens=256, Ratio=16, Codebook Size=2^182026.02 | 0.95 | 22.07 | — | — | |
| IBQTokens=16 x 16, Ratio=16, Codebook Size=2^182026.02 | 1 | 20.3 | 84 | — | |
| VARRatio=16, Tokenizer Type=Generative Only Tokenizer2026.06 | 1 | 22.63 | — | 75.5 | |
| Open-MAGVIT2Tokens=16 x 16, Ratio=16, Codebook Size=2^182026.02 | 1.17 | 22.64 | 100 | — | |
| IBQTokens=16 x 16, Ratio=16, Codebook Size=163842026.02 | 1.37 | 22.35 | 96 | — | |
| TokenflowRatio=16, Tokenizer Type=Unified Tokenizer2026.06 | 1.37 | 21.41 | — | 68.7 | |
| DualViTokRatio=16, Tokenizer Type=Unified Tokenizer2026.06 | 1.37 | 22.53 | — | 74.1 | |
| FlexTokTokens=256, Ratio=16, Codebook Size=640002026.02 | 1.45 | 18.53 | — | — | |
| TiTokTokens=256, Ratio=16, Codebook Size=40962026.02 | 1.66 | 20.01 | 100 | — | |
| Open-MAGVIT2Ratio=16, Tokenizer Type=Generative Only Tokenizer2026.06 | 1.67 | 22.7 | — | 64 | |
| VILA-URatio=16, Tokenizer Type=Unified Tokenizer2026.06 | 1.8 | — | — | — | |
| ReVQTokens=16 x 16, Ratio=16, Codebook Size=2^182026.02 | 2.05 | 21.96 | — | — | |
| LlamaGenTokens=16 x 16, Ratio=16, Codebook Size=163842026.02 | 2.19 | 20.79 | 97 | — | |
| LlamaGenRatio=16, Tokenizer Type=Generative Only Tokenizer2026.06 | 2.19 | 20.79 | — | 67.5 | |
| MaskGITTokens=16 x 16, Ratio=16, Codebook Size=10242026.02 | 2.28 | — | — | — | |
| ReVQTokens=16 x 16, Ratio=16, Codebook Size=655362026.02 | 2.57 | 21.69 | — | — | |
| SD-VAERatio=16, Tokenizer Type=Generative Only Tokenizer2026.06 | 2.64 | 22.13 | — | 59 | |
| EMU2Ratio=14, Tokenizer Type=Unified Tokenizer2026.06 | 3.27 | 13.49 | — | 42 | |
| VQGANTokens=16 x 16, Ratio=16, Codebook Size=163842026.02 | 4.99 | 20 | — | — | |
| SD-VQGANTokens=16 x 16, Ratio=16, Codebook Size=163842026.02 | 5.15 | — | — | — | |
| VARTokens=16 x 16, Ratio=16, Codebook Size=40962026.02 | — | 21.3 | 97 | — |