2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI)最新文献_第2页

RacPixGAN: An Enhanced Sketch-to-Face Synthesis GAN Based on Residual modules, Multi-Head Self-Attention Mechanisms, and CLIP Loss RacPixGAN:一种基于残差模块、多头自注意机制和CLIP损失的增强素描到人脸合成GAN

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176715

Yuxin Wang, Yuanyuan Xie, Xiangmin Ji, Ziao Liu, Xiaolong Liu

{"title":"RacPixGAN: An Enhanced Sketch-to-Face Synthesis GAN Based on Residual modules, Multi-Head Self-Attention Mechanisms, and CLIP Loss","authors":"Yuxin Wang, Yuanyuan Xie, Xiangmin Ji, Ziao Liu, Xiaolong Liu","doi":"10.1109/ICECAI58670.2023.10176715","DOIUrl":"https://doi.org/10.1109/ICECAI58670.2023.10176715","url":null,"abstract":"In this paper, we present an enhanced model to overcome the drawbacks of the traditional Pix2pix GAN (Image-to-Image Translation with Conditional Adversarial Networks) in generating performance for sketch-to-face synthesis. This model integrates residual modules and multi-head self-attention mechanisms. Additionally, to enhance the model’s generative capabilities in sketch-to-face synthesis tasks, we introduce a brand-new loss function called CLIP (Contrastive Language-Image Pretraining) Loss. We begin by providing a comprehensive overview of the key theories and techniques for our model. Then, we empirically test the upgraded model and contrast it with the traditional Pix2pix GAN. The experimental outcomes demonstrate that the new model significantly outperforms the traditional Pix2pix GAN in terms of generating performance for sketch-to-face synthesis tasks, supporting the idea that adding residual modules and multi-head self-attention mechanisms can significantly improve the generator’s performance in such tasks. The addition of CLIP Loss has also been shown to improve the quality of image generation.","PeriodicalId":189631,"journal":{"name":"2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123572641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

An Ad Hoc Network Communication Method Based on High-speed Frequency Hopping 一种基于高速跳频的Ad Hoc网络通信方法

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176707

Yuanjian Qi, Lianghai Li

引用次数: 0

A Medical Pre-diagnosis Scheme Based on Neural Network and Inner Product Function Encryption 一种基于神经网络和内积函数加密的医学预诊断方案

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176838

Xu Cui, Hao Liu, Min Tang, Yihong Ma

{"title":"A Medical Pre-diagnosis Scheme Based on Neural Network and Inner Product Function Encryption","authors":"Xu Cui, Hao Liu, Min Tang, Yihong Ma","doi":"10.1109/ICECAI58670.2023.10176838","DOIUrl":"https://doi.org/10.1109/ICECAI58670.2023.10176838","url":null,"abstract":"Artificial neural networks are widely used in various fields, such as intelligent road networks, Internet of Things, and smart medical systems due to their ability to process large amounts of data in parallel, store information in a distributed manner, and self-organize and self-learn. Cloud computing technology has further expanded the development of neural network applications. However, user data often contains sensitive information, and once the data management right is transferred to the cloud, it faces serious security and privacy issues. In the medical field, privacy-preserving implementation of classification algorithms is crucial for ensuring the privacy of electronic medical diagnosis services. Current privacy-preserving medical pre-diagnosis schemes based on homomorphic encryption impose a significant computational and communication burden on users and servers. This paper proposes an efficient privacy-preserving medical pre-diagnosis scheme based on neural networks and inner product function encryption that protects user privacy during pre-diagnosis while having small computational and communication overheads.","PeriodicalId":189631,"journal":{"name":"2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130574822","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Research on Unmanned Aerial Vehicle Target Tracking Based on Kernel Correlation Filter and Kalman Filter 基于核相关滤波和卡尔曼滤波的无人机目标跟踪研究

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176523

Shuaihua Gao, Jianhua Zhang, Chuanghai Wang, Chengxin Wang

引用次数: 0

Absolute Bandwidth-stabilized S-band Tunable Bandpass Filter 绝对带宽稳定s波段可调谐带通滤波器

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176592

Man Shi, Shengxian Li, Shuang Li

引用次数: 0

Reference-frame-independent measurement device-independent quantum key distribution with heralded single-photon sources 与参考帧无关的测量设备与预示的单光子源无关的量子密钥分配

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10177006

Jun Lu, Wenhe Zhuo, Liangjie Cui, Zhenwei Li, Junjie Ma, Yuxiang Bian, Chunhui Zhang

引用次数: 0

ICECAI 2023 Cover Page ICECAI 2023封面

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/icecai58670.2023.10177000

引用次数: 0

Shared Bike Demand Prediction Based on Combined Deep Learnings 基于联合深度学习的共享单车需求预测

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176751

Chuanxiang Ren, Hui Xu, Chunxu Chai, Fangfang Fu

引用次数: 0

A Green Energy Efficient D2D Cooperative Communication 一种绿色节能D2D协同通信技术

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176468

Yang Yu, Jiangchen Zhang, Hongping Lin, Quanwen Fang

引用次数: 0

A review of visible single target tracking based on Siamese networks 基于暹罗网络的可见单目标跟踪研究综述

2023 4th International Conference on Electronic Communication and Artificial Intelligence (ICECAI) Pub Date : 2023-05-12 DOI: 10.1109/ICECAI58670.2023.10176667

Wenji Yin, Zecong Ye, Yueping Peng, Wenchao Liu

引用次数: 0