{"product_id":"9783031598135","title":"Intelligent Systems Reference Library: Theory and Practice","description":"\u003ch1\u003eIntelligent Systems Reference Library: Theory and Practice\u003c\/h1\u003e \u003ch2\u003eChen, Yen-Wei; Ruan, Xiang; Jain, Rahul Kumar\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book presents the current trends in deep learning-based object detection framework with a focus on logo detection tasks. It introduces a variety of approaches, including attention mechanisms and domain adaptation for logo detection, and describes recent advancement in object detection frameworks using deep learning. We offer solutions to the major problems such as the lack of training data and the domain-shift issues.\u003c\/p\u003e\n\n\u003cp\u003eThis book provides numerous ways that deep learners can use for logo recognition, including:\u003c\/p\u003e\n\n\u003cul\u003e\n\t\u003cli\u003eDeep learning-based end-to-end trainable architecture for logo detection\u003c\/li\u003e\n\t\u003cli\u003eWeakly supervised logo recognition approach using attention mechanisms\u003c\/li\u003e\n\t\u003cli\u003eAnchor-free logo detection framework combining attention mechanisms to precisely locate logos in the real-world images\u003c\/li\u003e\n\t\u003cli\u003eUnsupervised logo detection that takes into account domain-shift issues from synthetic to real-world images\u003c\/li\u003e\n\t\u003cli\u003eApproach for logo detection modeling domain adaption task in the context of weakly supervised learning to overcome the lack of object-level annotation problem.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003cp\u003eThe merit of our logo recognition technique is demonstrated using experiments, performance evaluation, and feature distribution analysis utilizing different deep learning frameworks.\u003c\/p\u003e\n\n\u003cp\u003eThe book is directed to professors, researchers, practitioners in the field of engineering, computer science, and related fields as well as anyone interested in using deep learning techniques and applications in logo and various object detection tasks.\u003c\/p\u003e\n\n\u003cp\u003e \u003c\/p\u003e\n\n\u003cp\u003e \u003c\/p\u003e\n\n\u003cp\u003e \u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2025-06-01\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031598135\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-59811-1\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 119\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44398715830412,"sku":"9783031598135","price":161.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031598135.jpg?v=1776881121","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031598135","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}