ID 原文 译文
1333 其次，本文构建基于注意力机制下图卷积网络和独立循环神经网络的遥感影像检测分割并联算法(At-tention Graph Convolution Networks and Independently Recurrent Neural Network，ATGIR)。 Further, we propose a new parallel algorithm referred to as attention graph convolution networks andindependently recurrent neural network (ATGIR)based on graph convolution network and independent recurrent neural net-work under attention mechanism for remote sensing image detection and segmentation.
1334 该算法首先通过注意力机制对结合后的特征进行概率权重分配; Our algorithm first assigns probabilis-tic weights to the combined features based on attention mechanism;
1335 然后利用图卷积网络(GCNs)算法对高权重的特征进一步挖掘并生成方向标签，同时使用独立循环神经网络(IndRNN)算法挖掘影像特征中的上下文信息， then extracts deep features based on the features withhigh weights to generate labels with directions by using graph convolution network (GCNs)algorithms, extracts contextualsemantic information of the images by using the independently recurrent neural network (IndRNN)algorithm;
1336 最后用 Sigmoid 分类器完成影像检测分割任务。 finally, ouralgorithm realizes image detection and segmentation by using Sigmoid.
1337 以胡杨林遥感影像检测分割任务为例，我们验证了提出的特征提取方法和 ATGIR 算法能有效提升胡杨林检测分割任务的性能。 For remote sensing image detection and segmentationof populous euphratica forest as an instance, we prove that our feature extraction method and proposed ATGIR algorithm caneffectively improve the detection and segmentation tasks.
1338 安全多方计算是近年来国际密码学界研究的热点问题。 Secure multiparty computation is one focus in the international cryptographic community in recent years.
1339 多重集作为标准集的推广在实际中有广泛的应用，对于多重集的保密计算问题研究具有重要的意义。 The private computation of multisets is also of great practical significance.
1340 本文主要研究两方多重集的交集、并集以及基于阈值和集的保密计算问题。 In order to privately compute on multisets, we first propose two new encoding schemes.
1341 首先针对不同问题设计相应的编码方法，结合 Paillier 加密方案设计保密计算协议，并应用模拟范例方法严格证明协议的安全性。 Then based on Paillier probabilistic encryption algorithm, we design three simpleand efficient secure two party protocols to compute the intersection, the union and the summation of two private multisets. We prove that they are secure in the semi-honest model. We also analyze the computational complexities and communication complexities of the protocols and test the efficiency on a PC.
1342 效率分析和实验验证表明本文所设计的协议是简单高效的。 The test result shows that our protocols are efficient.