deepfake论文40篇汇总
点击上方“机器学习与生成对抗网络”,关注"星标"
获取有趣、好玩的前沿干货!
戳我,查看GAN的系列专辑~!
Deepfake这个词是“深度学习”和“伪造假冒(fake)”的组合。一般来说,它指的是由人工智能生成的、现实生活中不存在的人或物体,它们看上去是逼真的。Deepfake的最常见形式是人类图像的生成和操控。例如,对外国电影进行逼真的视频配音,在购物时虚拟地穿上衣服,对演员进行换脸等等。
稍具体内容介绍可参见:
【无中生有的AI】关于deepfake的入门级梳理
以及本次推送第二条公众号文章:deepfake中文综述《视听觉深度伪造检测技术研究综述》
笔者下载了2018年至2020年5月的40多篇deepfake相关论文,供有兴趣的小伙伴做了解,公众号后台回复 df 即可获取所有论文。
新:
1、DeepFaceLab: A simple, flexible and extensible face swapping framework
https://arxiv.org/pdf/2005.05535.pdf
2、DeepFake: Deep Dueling-based Deception Strategy to Defeat Reactive Jammers
https://arxiv.org/pdf/2005.07034.pdf
3、DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices
https://arxiv.org/pdf/2005.13770.pdf
4、Not made for each other– Audio-Visual Dissonance-based Deepfake Detection and Localization
https://arxiv.org/pdf/2005.14405.pdf
5、Fake Face Detection via Adaptive Residuals Extraction Network
https://arxiv.org/pdf/2005.04945.pdf
001 (2020-05-1) Deepfake Forensics Using Recurrent Neural Networks
https://arxiv.org/pdf/2005.00229.pdf
002 (2020-04-29) Deepfake Video Forensics based on Transfer Learning
https://arxiv.org/pdf/2004.14178.pdf
003 (2020-04-27) Preliminary Forensics Analysis of DeepFake Images
https://arxiv.org/pdf/2004.12626.pdf
004 (2020-04-24) Deepfakes Detection with Automatic Face Weighting
https://arxiv.org/pdf/2004.12027.pdf
005 (2020-04-23) The Creation and Detection of Deepfakes A Survey
https://arxiv.org/pdf/2004.11138.pdf
006 (2020-04-22) DeepFake Detection by Analyzing Convolutional Traces
https://arxiv.org/pdf/2004.10448.pdf
007 (2020-04-16) Video Face Manipulation Detection Through Ensemble of CNNs
https://arxiv.org/pdf/2004.07676.pdf
008 (2020-04-16) DeepFakes Evolution Analysis of Facial Regions and Fake Detection Performance
https://arxiv.org/pdf/2004.07532.pdf
009 (2020-04-1) Evading Deepfake-Image Detectors with White- and Black-Box Attacks
https://arxiv.org/pdf/2004.00622.pdf
010 (2020-03-23) Adversarial Perturbations Fool Deepfake Detectors
https://arxiv.org/pdf/2003.10596.pdf
011 (2020-03-11) DeepFake Detection Current Challenges and Next Steps
https://arxiv.org/pdf/2003.09234.pdf
012 (2020-03-19) Detecting Deepfakes with Metric Learning
https://arxiv.org/pdf/2003.08645.pdf
013 (2020-03-17) Emotions Don't Lie A Deepfake Detection Method using Audio-Visual Affective Cues
https://arxiv.org/pdf/2003.06711.pdf
014 (2020-03-3) Watch your Up-Convolution CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions
https://arxiv.org/pdf/2003.01826.pdf
015 (2020-04-27) Disrupting Deepfakes Adversarial Attacks Against Conditional Image Translation Networks and Facial Manipulation Systems
https://arxiv.org/pdf/2003.01279.pdf
016 (2020-02-7) Deepfakes for Medical Video De-Identification Privacy Protection and Diagnostic Information Preservation
https://arxiv.org/pdf/2003.00813.pdf
017 (2020-03-13) Adversarial Deepfakes Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples
https://arxiv.org/pdf/2002.12749.pdf
018 (2020-05-4) Amplifying The Uncanny
https://arxiv.org/pdf/2002.06890.pdf
019 (2020-01-21) Detecting Face2Face Facial Reenactment in Videos
https://arxiv.org/pdf/2001.07444.pdf
020 (2020-01-17) Media Forensics and DeepFakes an overview
https://arxiv.org/pdf/2001.06564.pdf
021 (2020-02-21) Advbox a toolbox to generate adversarial examples that fool neural networks
https://arxiv.org/pdf/2001.05574.pdf
022 (2020-01-5) FDFtNet Facing Off Fake Images using Fake Detection Fine-tuning Network
https://arxiv.org/pdf/2001.01265.pdf
023 (2020-01-1) DeepFakes and Beyond A Survey of Face Manipulation and Fake Detection
https://arxiv.org/pdf/2001.00179.pdf
024 (2020-04-18) Face X-ray for More General Face Forgery Detection
https://arxiv.org/pdf/1912.13458.pdf
025 (2019-12-21) Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation
https://arxiv.org/pdf/1912.12184.pdf
026 (2020-04-4) CNN-generated images are surprisingly easy to spot... for now
https://arxiv.org/pdf/1912.11035.pdf
027 (2020-03-4) Unmasking DeepFakes with simple Features
https://arxiv.org/pdf/1911.00686.pdf
028 (2019-10-29) Use of a Capsule Network to Detect Fake Images and Videos
https://arxiv.org/pdf/1910.12467.pdf
029 (2019-10-23) The Deepfake Detection Challenge (DFDC) Preview Dataset
https://arxiv.org/pdf/1910.08854.pdf
030 (2019-10-9) Adversarial Learning of Deepfakes in Accounting
https://arxiv.org/pdf/1910.03810.pdf
031 (2019-10-3) Vulnerability of Face Recognition to Deep Morphing
https://arxiv.org/pdf/1910.01933.pdf
032 (2020-03-16) Celeb-DF A Large-scale Challenging Dataset for DeepFake Forensics
https://arxiv.org/pdf/1909.12962.pdf
033 (2019-09-25) Deep Learning for Deepfakes Creation and Detection
https://arxiv.org/pdf/1909.11573.pdf
034 (2019-05-9) Limits of Deepfake Detection A Robust Estimation Viewpoint
https://arxiv.org/pdf/1905.03493.pdf
035 (2019-05-16) Recurrent Convolutional Strategies for Face Manipulation Detection in Videos
https://arxiv.org/pdf/1905.00582.pdf
036 (2019-10-20) Fake News Disinformation and Deepfakes Leveraging Distributed Ledger Technologies and Blockchain to Combat Digital Deception and Counterfeit Reality
https://arxiv.org/pdf/1904.05386.pdf
037 (2019-10-2) Detecting GAN generated Fake Images using Co-occurrence Matrices
https://arxiv.org/pdf/1903.06836.pdf
038 (2019-08-26) FaceForensics++ Learning to Detect Manipulated Facial Images
https://arxiv.org/pdf/1901.08971.pdf
039 (2018-12-20) DeepFakes a New Threat to Face Recognition Assessment and Detection
https://arxiv.org/pdf/1812.08685.pdf
040 (2018-12-19) Detecting GAN-generated Imagery using Color Cues
https://arxiv.org/pdf/1812.08247.pdf
041 (2019-05-22) Exposing DeepFake Videos By Detecting Face Warping Artifacts
https://arxiv.org/pdf/1811.00656.pdf
042 (2018-09-4) MesoNet a Compact Facial Video Forgery Detection Network
https://arxiv.org/pdf/1809.00888.pdf
043 (2018-06-11) In Ictu Oculi Exposing AI Generated Fake Face Videos by Detecting Eye Blinking
https://arxiv.org/pdf/1806.02877.pdf
deepfake论文40篇汇总相关推荐
- 医学影像PACS论文175篇汇总【2010年HC3i年终盘点】
经历过2010年一年时间,HC3i论坛也与大家相伴快一年了,这一年中,网友分享专业医疗信息化资料超过15000个,HC3i感谢大家的支持与厚爱!岁末年初之极,也整理盘点一下,方便大家回顾一年中精华资源 ...
- 92年的小哥,985的特聘教授:3年博士期间发表40篇SCI
来源:知乎.个人主页等 转自:新智元(AI_era) 参考链接地址:https://www.zhihu.com/question/356327912 "90后"教授.博导越来越多, ...
- 又一位!发40篇SCI,90后博士受聘985教授
最近一段时间,连续多位"90后"博导刷爆了很多人的朋友圈. 从三年前引发舆论热议的学霸博导杨树.刘明侦,到前几天的刘琬璐--据不完全统计,目前国内高校和科研单位至少有10位&quo ...
- 2021 年不可错过的 40 篇 AI 论文,你都读过吗?
来源:机器之心 编辑:蛋酱 虽然世界仍在从新冠疫情的破坏中复苏,人们无法向从前那样时常线下相聚.共同探讨交流关于学术领域的最新问题,但AI研究也没有停下跃进的步伐. 转眼就是2021年底了,一年就这么 ...
- 2021年不可错过的40篇AI论文,你都读过吗?
大家好,我是对白. 2021即将结束了,你今年读了多少论文? 虽然世界仍在从新冠疫情的破坏中复苏,人们无法向从前那样时常线下相聚.共同探讨交流关于学术领域的最新问题,但AI研究也没有停下跃进的步伐. ...
- ICCV 2021 最新200篇ICCV2021论文分方向汇总
ICCV 2021 结果出炉!最新200篇ICCV2021论文分方向汇总(更新中) - 知乎 不久前,计算机视觉三大顶会之一ICCV2021接收结果已经公布,本次ICCV共计 6236 篇有效提交论文 ...
- 顶会论文9篇,又斩获百度奖学金!哈工大NLP“新生代”正崭露头角
参加 2019 Python开发者日,请扫码咨询 ↑↑↑ 作者 | 琥珀 出品 | AI科技大本营(ID:rgznai100) "Static OnePlus"? 首次看到这个网名 ...
- 提前半年博士毕业,一作发顶刊论文11篇,这位“科研学霸”的秘诀是?
本文来源:东方网(记者傅文婧).华东理工大学官网 提前半年博士毕业,在Angew.Chem,CHEM, ACS Catalysis等国际顶尖期刊上以第一作者发表论文11篇,累计影响因子96.273,1 ...
- 慕课《如何写好科研论文》Quiz汇总
<如何写好科研论文>Quiz汇总 Quiz1 1.关于论文写作,以下说法正确的是? 写论文时可以描述分析思路,从而扩充论文长度 论文的语言表达应尽量简洁 一篇好的论文从初稿到终稿应至少改1 ...
最新文章
- wpf浏览器应用程序发布后获取当前应用地址
- python计算出nan_python如何进行汇总统计?
- Essential MSBuild: .NET 工具生成引擎概述
- MySql关键字-保留字
- 如何让Toast响应点击事件等基础Android基础文章N篇
- Front-End(一)
- Android 对应的xml配置值,颜色表
- 关于城市旅游的HTML网页设计-----郑州(10页) 基于HTML+CSS+JavaScript旅游网站设计与实现 静态HTML旅行主题网页作业
- vue.js手册_Vue手册:Vue.js的完整介绍
- 一步步教您搞定讯飞语音识别 | 寻找C站宝藏
- html设为首页功能
- 【什么是DOM和BOM】
- [详细教程]jdk官方下载,Linux安装jdk1.7,图文解说,一看就会
- 绝对优势与比较优势的数学分析与其…
- intersect 相交 范围_关于CAD二次开发中(范围线自相交)相交线的问题
- Linux系统的特点有哪些
- 服务器怎么安装exis系统,exis 服务器安装
- 目标跟踪 | 3D目标跟踪高级入门!
- R语言绘图添加箭头标记、绘制连接两点的线段
- 基于Python的Solidworks二次开发小尝试(二)