Table 2 Comparison of experimental results of various models on the CIFAR-100 dataset.
From: Mixed precision quantization based on information entropy
Model | Method | Weight/Activation Bit Width | Accuracy (%) |
|---|---|---|---|
Resnet20 | Baseline | 32/32 | 74.460 |
PACT | 4/4 | 65.559 | |
LSQ | 4/4 | 71.370 | |
LIMPQ | 4MP/4MP | 73.950 | |
Ours | 3.6MP/3.6MP | 73.740 | |
Ours_KD | 3.6MP/3.6MP | 73.000 | |
Resnet32 | Baseline | 32/32 | 75.700 |
PACT | 4/4 | 70.840 | |
LSQ | 4/4 | 74.670 | |
LIMPQ | 4MP/4MP | 74.900 | |
Ours | 3.6MP/3.6MP | 75.090 | |
Ours_KD | 3.6MP/3.6MP | 75.410 | |
Resnet56 | Baseline | 32/32 | 74.090 |
PACT | 4/4 | 70.349 | |
LSQ | 4/4 | 73.560 | |
LIMPQ | 4MP/4MP | 74.080 | |
Ours | 3.6MP/3.6MP | 74.560 | |
Ours_KD | 3.6MP/3.6MP | 75.560 |
