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ResearchFormerly WizWand

Image Classification on ImageNet-1K (val) (Accuracy and Computational Cost)

86.84Top-1 AccuracyQFlash
70.574474.797279.0283.2428Apr 28, 2026
Updated 6mo ago

Evaluation results

MethodLinks
QFlashBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0486.8434.3
I-ViTBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0485.0234.3
INT-Flash-HalfBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0484.8368.7
FQ-ViTBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0484.8234.3
INT-Flash-FullBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0484.7434.3
QAttnBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0484.6868.7
I-BERTBackbone Architecture=ViT-B, FP32 Accuracy Baseline=85.10, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0483.9734.3
INT-Flash-HalfBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0483.243.9
FQ-ViTBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0483.1522
I-BERTBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0483.0922
I-ViTBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0482.8122
QFlashBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0482.2417.2
QAttnBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0482.2443.9
INT-Flash-FullBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0482.1122
INT-Flash-HalfBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0481.9137
QFlashBackbone Architecture=Swin-S, FP32 Accuracy Baseline=83.20, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.8622
INT-Flash-FullBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0481.8568.7
QAttnBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.85137
FQ-ViTBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.7268.7
QFlashBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.5968.7
I-BERTBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.5968.7
I-ViTBackbone Architecture=DeiT-B, FP32 Accuracy Baseline=81.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.4768.7
I-ViTBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.1917.2
I-BERTBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0481.1113.5
FQ-ViTBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Granularity=▽, Value (V) Granularity=▽2026.0481.0617.2
I-BERTBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.048117.2
FQ-ViTBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0480.913.5
I-ViTBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0480.8313.5
INT-Flash-HalfBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0480.6234.3
INT-Flash-FullBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0480.617.2
QAttnBackbone Architecture=ViT-S, FP32 Accuracy Baseline=81.38, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0480.2334.3
QAttnBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0480.1326.9
QFlashBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0480.0613.5
INT-Flash-HalfBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0480.0526.9
INT-Flash-FullBackbone Architecture=Swin-T, FP32 Accuracy Baseline=81.35, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0480.0413.5
INT-Flash-HalfBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0479.6868.7
INT-Flash-FullBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0479.6434.3
I-ViTBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0479.5334.3
I-BERTBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0479.4834.3
QFlashBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0479.4634.3
QAttnBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0479.4368.7
FQ-ViTBackbone Architecture=DeiT-S, FP32 Accuracy Baseline=79.85, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0479.3934.3
QFlashBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0471.717.2
I-ViTBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0471.717.2
INT-Flash-FullBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△, Value (V) Quantization Granularity=◦2026.0471.6417.2
INT-Flash-HalfBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=△, Key (K) Quantization Granularity=△2026.0471.6434.3
FQ-ViTBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0471.5317.2
QAttnBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✗, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0471.2534.3
I-BERTBackbone Architecture=DeiT-T, FP32 Accuracy Baseline=72.21, Integer-Only (Int-Only)=✓, Query (Q) Quantization Granularity=▽, Key (K) Quantization Granularity=▽, Value (V) Quantization Granularity=▽2026.0471.217.2