Image Classification on ImageNet Tiny (accuracy)
85.19AccuracyEF-l1
Evaluation Results
| Method | Links | |
|---|---|---|
| EF-l1precision=FP16, mode=Vanilla2026.06 | 85.19 | |
| ViT-Bprecision=FP16, mode=Vanilla2026.06 | 84.75 | |
| Sw-Tiprecision=FP16, mode=Vanilla2026.06 | 84.61 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 83.89 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 83.72 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 83.7 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 83.69 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 83.21 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 83.2 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 83.14 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 83.08 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 82.95 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.79 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 82.76 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.62 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 82.56 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.56 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.44 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 82.41 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 82.39 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 82.37 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.29 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.18 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 82.18 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 82.17 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 82.11 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 82.02 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 82.01 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 81.96 | |
| FrequencyFormerbackbone=ViT-B, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 81.79 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 81.79 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 81.79 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 81.74 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 81.24 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 81.16 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 81.12 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 81.01 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 80.96 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 80.47 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 80.41 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 80.17 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 80.02 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 79.78 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 79.69 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 79.56 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 79.5 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 79.34 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 79.22 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 79.21 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 79.11 | |
| FrequencyFormerbackbone=ViT-B, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 79.02 | |
| MiPOBase Model=SD 2.0, Zero-shot=true2026.07 | 55.25 | |
| SD 2.0Zero-shot=true2026.07 | 51.45 | |
| MiPOBase Model=SD 1.5, Zero-shot=true2026.07 | 47.3 | |
| SD 1.5Zero-shot=true2026.07 | 46.5 |