ResNet-20 CIFAR-10

Reported on 4 benchmarks across 1 task · 2 papers · 5 SOTA

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

Methodology6 results

QuantizationonCIFAR10
CIFAR-10 W4A4 Top-1 Accuracy· 2021-11-04
91.26
SOTA
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples arXiv:2111.02625
QuantizationonCIFAR10
CIFAR-10 W5A5 Top-1 Accuracy· 2021-11-04
93.46
SOTA
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples arXiv:2111.02625
QuantizationonCIFAR10
CIFAR-10 W4A4 Top-1 Accuracy· 2020-03-07
85.2
best: 91.26
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603
QuantizationonCIFAR10
CIFAR-10 W5A5 Top-1 Accuracy· 2020-03-07
92.39
best: 93.46
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603
QuantizationonCIFAR10
CIFAR-10 W6A6 Top-1 Accuracy· 2020-03-07
93.38
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603
QuantizationonCIFAR10
CIFAR-10 W8A8 Top-1 Accuracy· 2020-03-07
93.92
best: 93.94 (ResNet-20 CIFAR10)
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603