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ResearchFormerly WizWand

Image Classification on ImageNet Tiny (accuracy)

85.19AccuracyEF-l1
44.952455.398765.84576.2913Jun 17, 2026Jun 19, 2026Jun 22, 2026Jun 25, 2026Jun 28, 2026Jul 1, 2026Jul 4, 2026
Updated 3mo ago

Evaluation results

MethodLinks
EF-l1precision=FP16, mode=Vanilla2026.0685.19
ViT-Bprecision=FP16, mode=Vanilla2026.0684.75
Sw-Tiprecision=FP16, mode=Vanilla2026.0684.61
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.0683.89
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.0683.72
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.0683.7
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.0683.69
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.0683.21
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.0683.2
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.0683.14
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.0683.08
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.0682.95
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.79
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.0682.76
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.62
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.0682.56
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.56
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.44
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.0682.41
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.0682.39
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.0682.37
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.29
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.18
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.0682.18
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.0682.17
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.0682.11
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.0682.02
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.0682.01
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.0681.96
FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.0681.79
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.0681.79
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.0681.79
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.0681.74
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.0681.24
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.0681.16
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.0681.12
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.0681.01
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.0680.96
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.0680.47
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.0680.41
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.0680.17
FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.0680.02
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.0679.78
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.0679.69
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.0679.56
FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.0679.5
FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.0679.34
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.0679.22
FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.0679.21
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.0679.11
FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.0679.02
MiPOBase Model=SD 2.0, Zero-shot=true2026.0755.25
SD 2.0Zero-shot=true2026.0751.45
MiPOBase Model=SD 1.5, Zero-shot=true2026.0747.3
SD 1.5Zero-shot=true2026.0746.5