ResNet50-W4A4 (paper)

Reported on 3 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology3 results

QuantizationonImageNet
Activation bits· 2019-02-21
4
best: 8 (FQ-ViT (ViT-L))
Learned Step Size Quantization arXiv:1902.08153
QuantizationonImageNet
Top-1 Accuracy (%)· 2019-02-21
76.7
best: 85.03 (FQ-ViT (ViT-L))
Learned Step Size Quantization arXiv:1902.08153
QuantizationonImageNet
Weight bits· 2019-02-21
4
best: 8 (FQ-ViT (ViT-L))
Learned Step Size Quantization arXiv:1902.08153