{"title":"Using Hidden Feature Space of Diffusion Neural Networks for Image Blending Problem","authors":"D. Karachev, S. Shtekhin, A. Stadnik","doi":"10.1134/S1063779624030468","DOIUrl":null,"url":null,"abstract":"<p>In this paper, a new augmentation algorithm based on the idea of blending two images is proposed. The method is developed using state-of-the-art generative diffusion neural networks and can be used to solve the problem of data scarcity, improve the training quality and robustness of neural networks. Flexible customization of the algorithm allows adding snow, rain and other weather conditions to the selected.</p>","PeriodicalId":729,"journal":{"name":"Physics of Particles and Nuclei","volume":"55 3","pages":"347 - 350"},"PeriodicalIF":0.5000,"publicationDate":"2024-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Physics of Particles and Nuclei","FirstCategoryId":"101","ListUrlMain":"https://link.springer.com/article/10.1134/S1063779624030468","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"PHYSICS, PARTICLES & FIELDS","Score":null,"Total":0}
引用次数: 0
Abstract
In this paper, a new augmentation algorithm based on the idea of blending two images is proposed. The method is developed using state-of-the-art generative diffusion neural networks and can be used to solve the problem of data scarcity, improve the training quality and robustness of neural networks. Flexible customization of the algorithm allows adding snow, rain and other weather conditions to the selected.
期刊介绍:
The journal Fizika Elementarnykh Chastits i Atomnogo Yadr of the Joint Institute for Nuclear Research (JINR, Dubna) was founded by Academician N.N. Bogolyubov in August 1969. The Editors-in-chief of the journal were Academician N.N. Bogolyubov (1970–1992) and Academician A.M. Baldin (1992–2001). Its English translation, Physics of Particles and Nuclei, appears simultaneously with the original Russian-language edition. Published by leading physicists from the JINR member states, as well as by scientists from other countries, review articles in this journal examine problems of elementary particle physics, nuclear physics, condensed matter physics, experimental data processing, accelerators and related instrumentation ecology and radiology.