Image Reconstruction on ImageNet 256x256 2012 (val)
0.27rFIDLDM-4-G
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDM-4-GTokenizer Type=KL, Tokenizer #Param.=55M, Tokenizer #Tokens=40962026.01 | 0.27 | — | |
| LDM-4-GToken Type=Continuous Tokens, Tokenizer #Param(Enc+Dec).=55M, Generator #Param.=400M2026.05 | 0.27 | 27.53 | |
| LightningDiT-XLTokenizer Type=KL, Tokenizer #Param.=70M, Tokenizer #Tokens=2562026.01 | 0.28 | — | |
| LightningDiT-XL†Token Type=Continuous Tokens, Tokenizer #Param(Enc+Dec).=70M, Generator #Param.=675M2026.05 | 0.28 | — | |
| MAR-HToken Type=Continuous Tokens, Tokenizer #Param(Enc+Dec).=70M, Generator #Param.=943M2026.05 | 0.53 | — | |
| DiT-XL/2Tokenizer Type=KL, Tokenizer #Param.=84M, Tokenizer #Tokens=10242026.01 | 0.62 | — | |
| DiT-XL/2Token Type=Continuous Tokens, Tokenizer #Param(Enc+Dec).=84M, Generator #Param.=675M2026.05 | 0.62 | — | |
| REPA-SiT-XL†Token Type=Continuous Tokens, Tokenizer #Param(Enc+Dec).=84M, Generator #Param.=675M2026.05 | 0.62 | — | |
| ImageFolderTokenizer Type=MSRQ, Tokenizer #Param.=176M, Tokenizer #Tokens=2862026.01 | 0.8 | — | |
| ImageFolder★†§Token Type=Discrete Tokens, Autoregressive Strategy=Non-standard AR / Non-AR, Tokenizer #Param(Enc+Dec).=86+86M, Tokenizer Codebook=4K×2, Generator #Param.=362M2026.05 | 0.8 | — | |
| GigaTok-B-LTokenizer Type=VQ, Tokenizer #Param.=622M, Tokenizer #Tokens=2562026.01 | 0.81 | — | |
| GigaTok-B-L†Token Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=622M, Tokenizer Codebook=16K, Generator #Param.=1.4B2026.05 | 0.81 | 21.21 | |
| AliTok-B‡Token Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=390M, Tokenizer Codebook=4K, Generator #Param.=177M2026.05 | 0.86 | 20.97 | |
| AliTok-XL‡Token Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=390M, Tokenizer Codebook=4K, Generator #Param.=662M2026.05 | 0.86 | 20.97 | |
| MAR-BTokenizer Type=KL, Tokenizer #Param.=66M, Tokenizer #Tokens=2562026.01 | 0.87 | — | |
| FlowAR-BTokenizer Type=KL, Tokenizer #Param.=66M, Tokenizer #Tokens=2562026.01 | 0.87 | — | |
| VFMTokTokenizer Type=VQ, Tokenizer #Tokens=2562026.01 | 0.89 | — | |
| VAR-d16Tokenizer Type=MSRQ, Tokenizer #Param.=109M, Tokenizer #Tokens=6802026.01 | 0.9 | — | |
| LlamaGen-LTokenizer Type=VQ, Tokenizer #Param.=72M, Tokenizer #Tokens=5762026.01 | 0.94 | — | |
| PAR-L-4xTokenizer Type=VQ, Tokenizer #Param.=72M, Tokenizer #Tokens=5762026.01 | 0.94 | — | |
| VFMTok-SigLIP2-XXL†Token Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer Codebook=16K, Generator #Param.=1.4B2026.05 | 0.94 | — | |
| Prologue L–BToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=86+305M, Tokenizer Codebook=1K+4K, Generator #Param.=115M2026.05 | 0.99 | 20.01 | |
| Prologue L–LToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=86+305M, Tokenizer Codebook=1K+4K, Generator #Param.=305M2026.05 | 0.99 | 20.01 | |
| Prologue L–XLToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=86+305M, Tokenizer Codebook=1K+4K, Generator #Param.=685M2026.05 | 0.99 | 20.01 | |
| DetailFlow-16Tokenizer Type=VQ, Tokenizer #Param.=271M, Tokenizer #Tokens=1282026.01 | 1.22 | — | |
| ResTokTokenizer Type=VQ, Tokenizer #Param.=662M, Tokenizer #Tokens=1282026.01 | 1.28 | — | |
| ResTok†§Token Type=Discrete Tokens, Autoregressive Strategy=Non-standard AR / Non-AR, Tokenizer #Param(Enc+Dec).=662M, Tokenizer Codebook=8K, Generator #Param.=326M2026.05 | 1.28 | — | |
| IBQ-BTokenizer Type=IBQ, Tokenizer #Param.=128M, Tokenizer #Tokens=2562026.01 | 1.37 | — | |
| FlexTok d18-d28†§⋄Token Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=1.4B, Tokenizer Codebook=64K, Generator #Param.=1.4B2026.05 | 1.45 | 13.96 | |
| FlexTok d18-d18Tokenizer Type=FSQ, Tokenizer #Param.=950M, Tokenizer #Tokens=322026.01 | 1.61 | — | |
| TiTok-B-64★Token Type=Discrete Tokens, Autoregressive Strategy=Non-standard AR / Non-AR, Tokenizer #Param(Enc+Dec).=86+86M, Tokenizer Codebook=4K, Generator #Param.=177M2026.05 | 1.7 | — | |
| TiTok-S-128★Token Type=Discrete Tokens, Autoregressive Strategy=Non-standard AR / Non-AR, Tokenizer #Param(Enc+Dec).=22+22M, Tokenizer Codebook=4K, Generator #Param.=287M2026.05 | 1.71 | — | |
| LlamaGen-BToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=36+36M, Tokenizer Codebook=16K, Generator #Param.=111M2026.05 | 2.19 | — | |
| LlamaGen-XXLToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=36+36M, Tokenizer Codebook=16K, Generator #Param.=1.4B2026.05 | 2.19 | — | |
| TiTok-L-32Tokenizer Type=VQ, Tokenizer #Param.=641M, Tokenizer #Tokens=322026.01 | 2.21 | — | |
| Prologue B–BToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=86+86M, Tokenizer Codebook=1K+16K, Generator #Param.=115M2026.05 | 2.24 | 20.64 | |
| Prologue B–LToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=86+86M, Tokenizer Codebook=1K+16K, Generator #Param.=305M2026.05 | 2.24 | 20.64 | |
| Prologue B–XLToken Type=Discrete Tokens, Autoregressive Strategy=Standard AR, Tokenizer #Param(Enc+Dec).=86+86M, Tokenizer Codebook=1K+16K, Generator #Param.=685M2026.05 | 2.24 | 20.64 | |
| MaskGITTokenizer Type=VQ, Tokenizer #Param.=66M, Tokenizer #Tokens=2562026.01 | 2.28 | — | |
| RAR-XXLToken Type=Discrete Tokens, Autoregressive Strategy=Non-standard AR / Non-AR, Tokenizer #Param(Enc+Dec).=36+36M, Tokenizer Codebook=1K, Generator #Param.=1.5B2026.05 | 2.28 | — | |
| RQTran.Tokenizer Type=RQ, Tokenizer #Param.=66M, Tokenizer #Tokens=2562026.01 | 3.2 | — | |
| SpectralAR-d16Tokenizer Type=VQ, Tokenizer #Tokens=642026.01 | 4.03 | — | |
| VQGANTokenizer Type=VQ, Tokenizer #Param.=23M, Tokenizer #Tokens=2562026.01 | 4.98 | — |