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Models/ResNet-20 CIFAR-100

ResNet-20 CIFAR-100

Reported on 4 benchmarks across 1 task · 3 papers · 7 SOTA

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

Methodology7 results

QuantizationonCIFAR-100
CIFAR-100 W4A4 Top-1 Accuracy· 2021-11-04
65.1
SOTA
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples arXiv:2111.02625
QuantizationonCIFAR-100
CIFAR-100 W5A5 Top-1 Accuracy· 2021-11-04
69.02
SOTA
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples arXiv:2111.02625
QuantizationonCIFAR-100
CIFAR-100 W5A5 Top-1 Accuracy· 2021-03-29
67.94
best: 69.02
SOTA
Zero-shot Adversarial Quantization arXiv:2103.15263
QuantizationonCIFAR-100
CIFAR-100 W4A4 Top-1 Accuracy· 2020-03-07
43.12
best: 65.1
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603
QuantizationonCIFAR-100
CIFAR-100 W5A5 Top-1 Accuracy· 2020-03-07
64.03
best: 69.02
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603
QuantizationonCIFAR-100
CIFAR-100 W6A6 Top-1 Accuracy· 2020-03-07
68.63
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603
QuantizationonCIFAR-100
CIFAR-100 W8A8 Top-1 Accuracy· 2020-03-07
70.29
SOTA
Generative Low-bitwidth Data Free Quantization arXiv:2003.03603