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ResearchFormerly WizWand

Image Classification on ImageNet 1K (Test Loss and Accuracy)

0.834Test LossViT Base Fast-ConvNN
0.816880.932441.0481.16356May 31, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ViT Base Fast-ConvNNNH=12, Candidate Selection=All, k=25, GFLOPS=34.416, # Params=86.398M2026.050.83481.64
ViT Base ConvNNNH=12, Candidate Selection=All, k=16, GFLOPS=34.445, # Params=86.391M2026.050.83881.6
ViT Base Fast-ConvNNNH=12, Candidate Selection=All, k=36, GFLOPS=34.416, # Params=86.407M2026.050.84581.61
ViT Base ConvNNNH=12, Candidate Selection=All, k=9, GFLOPS=34.432, # Params=86.386M2026.050.85581.19
ViT Base KVTNH=12, k=16, GFLOPS=35.137, # Params=86.379M2026.050.87181.04
ViT Base KVTNH=12, k=25, GFLOPS=35.137, # Params=86.379M2026.050.87481.28
ViT Base KVTNH=12, k=36, GFLOPS=35.137, # Params=86.379M2026.050.8881.03
ViT Base KVTNH=12, k=9, GFLOPS=35.137, # Params=86.379M2026.050.88380.5
ViT Base KVTNH=12, k=100, GFLOPS=35.137, # Params=86.379M2026.050.88481.04
ViT Base MHANH=12, GFLOPS=35.131, # Params=86.379M2026.050.89980.94
ViT Base MHANH=1, GFLOPS=35.131, # Params=86.379M2026.050.91379.35
ViT Base ConvNNNH=12, Candidate Selection=Spat, k=9, r=128, GFLOPS=34.181, # Params=86.386M2026.050.93179.31
ViT Base ConvNNNH=1, Candidate Selection=All, k=16, GFLOPS=34.445, # Params=86.526M2026.050.93779.14
ViT Base ConvNNNH=1, Candidate Selection=All, k=9, GFLOPS=34.432, # Params=86.462M2026.050.96978.2
ViT Base KVTNH=1, k=16, GFLOPS=35.131, # Params=86.379M2026.050.97278.25
ViT Base KVTNH=1, k=9, GFLOPS=35.131, # Params=86.379M2026.051.0276.95
ViT Base ConvNNNH=12, Candidate Selection=Rand, k=9, r=32, GFLOPS=33.833, # Params=86.386M2026.051.06476.04
ViT Base ConvNNNH=1, Candidate Selection=Spat, k=9, r=128, GFLOPS=33.205, # Params=86.462M2026.051.07675.86
ViT Base ConvNNNH=1, Candidate Selection=All, k=4, GFLOPS=34.423, # Params=86.416M2026.051.13174.6
ViT Base KVTNH=1, k=4, GFLOPS=35.131, # Params=86.379M2026.051.18273.38
ViT Base ConvNNNH=1, Candidate Selection=Rand, k=9, r=32, GFLOPS=31.497, # Params=86.462M2026.051.26271.6