计算机视觉实战:基于TensorFlow 2 基于TensorFlow 2,全面阐释为目标检测、分割、视频处理、智能手机应用程序等构建高性能系统的实用指南
计算机视觉解决方案日益普及,在医疗、汽车、社交媒体和机器人等领域取得了不错的进展。本书将帮助你了解全新版本的谷歌机器学习开源框架TensorFlow 2,你将掌握如何使用卷积神经网络(CNN)完成视觉任务。本书从计算机视觉和深度学习基础知识开始,教你如何从头开始构建神经网络。你将掌握一些让TensorFlow成为广泛使用的AI库的特性,以及直观的Keras接口,继而高效地构建、训练和部署CNN。通过具体的代码示例,本书展示了如何使用Inception和ResNet等现代神经网络分类图像,以及如何使用YOLO、Mask R-CNN和U-Net提取特定内容。本书还将介绍如何构建生成式对抗网络(GAN)和变分自编码器(VAE)来生成和编辑图像,以及如何使用LSTM分析视频。在此过程中,你将深入了解迁移学习、数据增强、域适应,以及移动设备和Web部署等高级知识以及其他关键概念。通过阅读本书
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电脑成像用离散几何学/会议录Discrete Geometry for Computer Imagery
The LNCS series reports state-of-the-art results in computer science research,development,and education,at a high level and in both printed and electronic form. Enjoying tight cooperation with the R&D community,with numerous individuals,as well as with prestigious organizations and societies,LNCS has grown into the most comprehensive computer science research forum available. The scope of LNCS,including its subseries LNAI,spans the whole range of computer science and information technology including interdisciplinary topics in a variety of application fields. The type of material published traditionally includes. —proceedings (published in time for the respective conference) —post-proceedings (consisting of thoroughly revised final full papers) —research monographs(which may be based on outstanding PhD work,research projects,technical reports,etc.)
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Professional Pen 测试 Professional Pen Testing for Web Applica
作者简介: Andres Andreu, CISSP-ISSAP, GSEC currently operates neuroFuzz Application Security LLC (http://www.neurofuzz.com), and has a strong background with the U.S. government. He served the United States of America in Information Technology and Security capacities within a “3-Letter” federal law enforcement agency. The bulk of his time there was spent building the IT Infrastructure and working on numerous intelligence software programs for one of the largest Title III Interception Operations within the continental U.S. He worked there for a decade and during that time he was the recipient of numerous agency awards for outstanding performance. He holds a bachelor’s degree in Computer Science, graduating Summa Cum Laude with a 3.9 GPA from the American College of Computer and Informational Sciences. Mr. Andreu specializes in software, application, and Web services security, working with XML security, TCP and HTTP(S) level proxying technology, and strong encryption. He has many years of exp
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