ID 原文 译文
40646 该模型的权值由显著图的下采样版本的二分类交叉熵损失(BCE)的反向传播计算得到的，训练得到更有效的显著图. The weight of the model is calculated by the back-propagation of the binary cross entropy loss(BCE) of the down sampling version of saliency map, and the more effective saliency map is obtained by training.
40647 预测结果由受训练的判别器网络进行生成阶段生成的显著图与真值图之间的二值分类处理. The prediction results are classified by the trained discriminator network between saliency map and truth graph.
40648 实验展示了改进生成对抗网络中的生成器的预测显著图的能力对整个网络性能提升，相较于其他显著图预测模型也有一定领先. The experiment shows that the improved ability to generate predictive saliency map of generators in the countermeasure network can improve the performance of the whole network, and it is also ahead of other saliency map prediction models.
40649 随机计算(Stochastic Computing， SC)是一种以概率编码数值的新型技术，可以有效减小电路功耗和面积，但其所固有的随机特性会导致计算精度损失，从而限制了其应用范围。 Stochastic Computing(SC) is a new technology that encodes numerical value by probability, which can effectively reduce the power consumption and area of the circuit.However, the loss of calculation accuracy caused by its inherent random characteristics limits its application.
40650 为提高随机计算的准确性，提出了基于误差补偿原理的高精度随机计算加法运算单元，设计了一种计算随机序列最大值的SC-MAX单元。 In order to improve the accuracy of Stochastic Computing, a high-precision Stochastic Computing addition unit based on error compensation principle is proposed, and a SC-MAX element is designed to calculate the maximum value of SC sequence.
40651 仿真结果显示:与同类设计相比，两种计算单元的计算精度明显提高， The simulation results show that, compared with the similar design, the calculation accuracy of the two calculation units is significantly improved.
40652 其中同等SC序列长度下加法单元的相对误差降低了80%以上，SC-MAX计算单元的相对误差减小了90%，且LUT与FF开销减小了10%以上。 The relative error of the addition unit is reduced by more than 80% under the same SC length, and the relative error of the SC-MAX calculation unit is reduced by 90% compared with the similar design, and the LUT and FF overhead is significantly reduced by more than 10%.
40653 将两种计算单元运用于神经网络， The two kinds of calculation units are applied to neural network.
40654 在MNIST及CIFAR10数据集上的推理结果显示:精度损失跟浮点数相比分别可低至0.04%和0.86%。 The reasoning results on MNIST and CIFAR10 data sets show that the precision loss is less than 0.04%and 0.86% respectively comparedto float point results.
40655 过温保护电路是功率集成电路中一个重要的功能模块。 Over-temperature protection(OTP) circuit is an important function module in power integrated circuit.