Learn with diversity and from harder samples: Improving the generalization of CNN-Based detection of computer-generated images

Author:

Quan Weize,Wang Kai,Yan Dong-Ming,Zhang Xiaopeng,Pellerin Denis

Funder

National Key R&D Program of China

National Natural Science Foundation of China

Beijing Natural Science Foundation

French National Agency for Research

PERSYVAL-lab

DEFALS

State Key Laboratory of Hydroscience and Engineering

Publisher

Elsevier BV

Subject

Law,Medical Laboratory Technology,Computer Science Applications,Information Systems,Pathology and Forensic Medicine

Reference36 articles.

1. Threat of adversarial attacks on deep learning in computer vision: a survey;Akhtar;IEEE Access,2018

2. Classification of computer generated and natural images based on efficient deep convolutional recurrent attention model;Bhalang Tarianga,2019

Cited by 13 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Simple Methods for Improving the Forensic Classification between Computer-Graphics Images and Natural Images;Forensic Sciences;2024-03-14

2. Detect with Style: A Contrastive Learning Framework for Detecting Computer-Generated Images;Information;2024-03-11

3. CGFormer: ViT-Based Network for Identifying Computer-Generated Images With Token Labeling;IEEE Transactions on Information Forensics and Security;2024

4. AI-Generated Image Detection using a Cross-Attention Enhanced Dual-Stream Network;2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC);2023-10-31

5. CNN-Based Deep Learning Approach Over Image Data for Cyber Forensic Investigation;Handbook of Research on Thrust Technologies’ Effect on Image Processing;2023-06-30

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3