融合MobileNetV3特征的结构化剪枝方法
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刘宇, 雷雪梅
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A Structured Pruning Method Integrating Characteristics of MobileNetV3
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LIU Yu, LEI Xuemei
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表6 不同剪枝率下参数量计算量(CIFAR-100)
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Tab.6 Parameters and FLOPs at different pruning rates (CIFAR100)
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剪枝 率/% | 准确 率/% | 参数 量/M | 参数 减少量/% | 计算量 | 计算 减少量/% | 0 | 61.47 | 4.33 | 0 | 2.30×108 | 0 | 10 | 60.81 | 3.59 | 17.1 | 2.18×108 | 5.2 | 20 | 61.25 | 3.29 | 24.0 | 2.07×108 | 10.0 | 30 | 61.51 | 2.93 | 32.3 | 1.90×108 | 17.4 | 40 | 60.92 | 2.62 | 39.5 | 1.70×108 | 26.1 | 50 | 61.22 | 2.38 | 45.0 | 1.52×108 | 33.9 | 60 | 61.16 | 2.16 | 50.1 | 1.18×108 | 48.7 |
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