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Mathematical Problems in Engineering
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2022
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Article
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Tab 3
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Research Article
Performance of Post-Training Two-Bits Uniform and Layer-Wise Uniform Quantization for MNIST Dataset from the Perspective of Support Region Choice
Table 3
Accuracy comparison of compressed NN models.
ā
1-bit [
15
]
2-bits UQ [
20
]
2-bits UQ [
21
]
2-bits adaptive UQ [
31
]
Our Case 1
Our layer-wise Case 1
Accuracy (%)
91.12
94.70
94.49
96.26
96.97
97.26