Image Classification on VWW
92.45AccuracySw-Ti
Evaluation results
| Method | Links | |
|---|---|---|
| Sw-Tiprecision=FP16, mode=Vanilla2026.06 | 92.45 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 91.34 | |
| ViT-Tiprecision=FP16, mode=Vanilla2026.06 | 91.19 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 91.17 | |
| EF-l1precision=FP16, mode=Vanilla2026.06 | 91.03 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 90.99 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 90.74 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 90.64 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 90.54 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 90.51 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 90.41 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 90.41 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 90.31 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 90.23 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 90.22 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 90.02 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 89.89 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 89.87 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 89.86 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.73 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.66 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 89.58 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 89.43 | |
| MCUNetv3Hardware=STM32F746 (M7), Parameters=480 k, FLOPS=46 M, Latency (ms)=546, Energy (µJ)=6899*2026.01 | 89.3 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.29 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 89.21 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.2 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.16 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 89.16 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.12 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 89.11 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 89.08 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 89.03 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.93 | |
| FrequencyFormerbackbone=EF-l1, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.89 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.83 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT9, strategy=uniform, incl. DCT2026.06 | 88.79 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT9, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.59 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.45 | |
| FrequencyFormerbackbone=EF-l1, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 88.39 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT8, strategy=uniform, incl. DCT2026.06 | 88.38 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT8, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.35 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 88.32 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 88.23 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT7, strategy=uniform, incl. DCT2026.06 | 88.23 | |
| FrequencyFormerbackbone=Sw-Ti, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.16 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 88.13 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.12 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT7, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 88.01 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=48-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 87.81 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT6, strategy=Harmonic-Aware Quantization (HAQ)2026.06 | 87.8 | |
| FrequencyFormerbackbone=ViT-Ti, channel_size=24-channel, quantization=INT6, strategy=uniform, incl. DCT2026.06 | 87.38 |