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ResearchFormerly WizWand

Visual Reconstruction on ImageNet-1K (val)

0.88rFIDVanilla CVQ
0.72161.79082.863.9292May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Vanilla CVQToken Budget=1024 tokens, # Tokens=1024, Ratio=16, Codebook Size=16,3842026.050.880.72325.02100
MoVQToken Budget=1024 tokens, # Tokens=16×16×4, Ratio=16, Codebook Size=16,3842026.051.05———
VQ w/ rotation trickToken Budget=1024 tokens, # Tokens=32×32, Ratio=8, Codebook Size=16,3842026.051.1——27
MoVQToken Budget=1024 tokens, # Tokens=16×16×4, Ratio=16, Codebook Size=1,0242026.051.120.67322.42—
VQ-FCToken Budget=1024 tokens, # Tokens=32×32, Ratio=8, Codebook Size=8,1922026.051.28——95
VQ-LCToken Budget=1024 tokens, # Tokens=32×32, Ratio=8, Codebook Size=100,0002026.051.290.716—99.5
Vanilla VQToken Budget=1024 tokens, # Tokens=32×32, Ratio=8, Codebook Size=16,384, Reproduced=true2026.051.320.69223.352.8
Vanilla VQToken Budget=1024 tokens, # Tokens=32×32, Ratio=8, Codebook Size=8,1922026.051.49———
RVQToken Budget=1024 tokens, # Tokens=8×8×16, Ratio=32, Codebook Size=16,3842026.051.83———
Vanilla CVQToken Budget=256 tokens, # Tokens=256, Ratio=16, Codebook Size=16,3842026.052.60.56520.94100
VQ-LCToken Budget=256 tokens, # Tokens=16×16, Ratio=16, Codebook Size=100,0002026.052.620.589—99
SimVQToken Budget=256 tokens, # Tokens=16×16, Ratio=16, Codebook Size=16,384, Reproduced=true2026.052.630.55621.1100
VQ-LCToken Budget=256 tokens, # Tokens=16×16, Ratio=16, Codebook Size=16,3842026.053.010.564—99
Dynamic VQToken Budget=256 tokens, # Tokens=16×16, Ratio={8, 16, 32}, Codebook Size=16,384, Reproduced=true2026.053.620.55820.075.2
Dynamic VQToken Budget=256 tokens, # Tokens=16×16, Ratio={8, 16, 32}, Codebook Size=1,0242026.054.08———
Vanilla VQToken Budget=256 tokens, # Tokens=16×16, Ratio=16, Codebook Size=16,384, Reproduced=true2026.054.840.54219.934.5