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ResearchFormerly WizWand

Linear Probing on ImageNet 256x256

74.6AccuracySD-VAE + SiT-XL/2 + REPA
39.13648.34357.5566.757Apr 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SD-VAE + SiT-XL/2 + REPATokenizer=SD-VAE [1], Generator=SiT-XL/2 + REPA [71] 675M, Type=Diff.2025.0474.6
GigaTok-XL-XXL + LlamaGen-XXL (1d)Tokenizer rFID=0.79, Generator=LlamaGen-XXL (1d) [50] 1.4B, Type=AR2025.0474
GigaTok-XL-XXL + LlamaGen-B (1d)Tokenizer rFID=0.79, Generator=LlamaGen-B (1d) [50] 111M, Type=AR2025.0472
B-AE-d32 + BiGR-XL-d32Tokenizer=B-AE-d32 [22], Generator=BiGR-XL-d32 [22] 799M, Type=AR+Diff2025.0469.8
GigaTok-B-L + LlamaGen-XXL (1d)Tokenizer rFID=0.81, Generator=LlamaGen-XXL (1d) [50] 1.4B, Type=AR2025.0469.4
GigaTok-B-L + LlamaGen-B (1d)Tokenizer rFID=0.51‡, Generator=LlamaGen-B (1d) [50] 111M, Type=AR2025.0467.7
GigaTok-B-L + LlamaGen-B (1d)Tokenizer rFID=0.81, Generator=LlamaGen-B (1d) [50] 111M, Type=AR2025.0467.6
GigaTok-S-B + LlamaGen-B (1d)Tokenizer rFID=0.89, Generator=LlamaGen-B (1d) [50] 111M, Type=AR2025.0462.9
GigaTok-S-S + LlamaGen-B (1d)Tokenizer rFID=1.01, Generator=LlamaGen-B (1d) [50] 111M, Type=AR2025.0462.6
VAE + MAR-HTokenizer=VAE [35], Generator=MAR-H [35] 943M, Type=AR+Diff.2025.0460
LlamaGen-Tok. + LlamaGen-LTokenizer=LlamaGen-Tok. [50], Generator=LlamaGen-L [50] 343M, Type=AR2025.0440.5