Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions

3 March 2020

Papers citing "Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions"

47 / 47 papers shown

Title
Model Synthesis for Zero-Shot Model Attribution Tianyun Yang Juan Cao Danding Wang Chang Xu WIGM 97 4 0 20 Jan 2025
A Bias-Free Training Paradigm for More General AI-generated Image Detection Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 108 4 0 23 Dec 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 115 0 0 28 Nov 2024
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks Yunfeng Diao Na Zhai Changtao Miao Xun Yang Meng Wang Xun Yang Meng Wang AAML 98 1 0 30 Jul 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 137 18 0 28 Feb 2024
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations Mushfiqur Rahman Runze Liu Chau-Wai Wong Huaiyu Dai 55 0 0 13 Dec 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 139 30 0 23 May 2023
Band-limited Training and Inference for Convolutional Neural Networks Adam Dziedzic John Paparrizos S. Krishnan Aaron J. Elmore Michael Franklin 28 52 0 21 Nov 2019
Unmasking DeepFakes with simple Features Ricard Durall Margret Keuper Franz-Josef Pfreundt J. Keuper CVBM 52 217 0 02 Nov 2019
Semi Few-Shot Attribute Translation Ricard Durall Franz-Josef Pfreundt J. Keuper GAN VLM 30 3 0 08 Oct 2019
A Fourier Perspective on Model Robustness in Computer Vision Dong Yin Raphael Gontijo-Lopes Jonathon Shlens E. D. Cubuk Justin Gilmer OOD 59 494 0 21 Jun 2019
Stabilizing GANs with Soft Octave Convolutions Ricard Durall Franz-Josef Pfreundt J. Keuper GAN 27 8 0 29 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 70 2,058 0 25 Jan 2019
FIGR: Few-shot Image Generation with Reptile Louis Clouâtre Marc Demers GAN VLM 30 95 0 08 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 502 10,466 0 12 Dec 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 216 5,363 0 28 Sep 2018
Learning to Detect Fake Face Images in the Wild Chih-Chung Hsu Chia-Yen Lee Yi-Xiu Zhuang CVBM GAN 32 104 0 24 Sep 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 58 1,241 0 04 Sep 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 115 2,479 0 12 Apr 2018
The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation Miles Brundage S. Avin Jack Clark H. Toner P. Eckersley ... Owain Evans Michael Page Joanna J. Bryson Roman V. Yampolskiy Dario Amodei 63 698 0 20 Feb 2018
Generative Image Inpainting with Contextual Attention Jiahui Yu Zhe Lin Jimei Yang Xiaohui Shen Xin Lu Thomas S. Huang GAN DiffM 68 2,255 0 24 Jan 2018
Toward Multimodal Image-to-Image Translation Jun-Yan Zhu Richard Y. Zhang Deepak Pathak Trevor Darrell Alexei A. Efros Oliver Wang Eli Shechtman 111 1,347 0 30 Nov 2017
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 96 3,547 0 24 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 100 7,318 0 27 Oct 2017
StackGAN++: Realistic Image Synthesis with Stacked Generative Adversarial Networks Han Zhang Tao Xu Hongsheng Li Shaoting Zhang Xiaogang Wang Xiaolei Huang Dimitris N. Metaxas GAN 72 1,055 0 19 Oct 2017
DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data Swaminathan Gurumurthy Ravi Kiran Sarvadevabhatla R. Venkatesh Babu GAN 55 271 0 07 Jun 2017
SegAN: Adversarial Network with Multi-scale $L_1$ Loss for Medical Image Segmentation Yuan Xue Tao Xu Han Zhang L. R. Long Xiaolei Huang MedIm GAN 55 544 0 06 Jun 2017
Generative Face Completion Yijun Li Sifei Liu Jimei Yang Ming-Hsuan Yang CVBM 3DH 52 602 0 19 Apr 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 130 9,509 0 31 Mar 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 96 5,556 0 30 Mar 2017
Towards Diverse and Natural Image Descriptions via a Conditional GAN Bo Dai Sanja Fidler R. Urtasun Dahua Lin GAN 42 453 0 17 Mar 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 135 4,822 0 26 Jan 2017
StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Han Zhang Tao Xu Hongsheng Li Shaoting Zhang Xiaogang Wang Xiaolei Huang Dimitris N. Metaxas GAN 87 2,717 0 10 Dec 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 61 722 0 25 Nov 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 280 19,560 0 21 Nov 2016
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 253 4,554 0 13 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 83 1,002 0 07 Nov 2016
Variational Autoencoder for Deep Learning of Images, Labels and Captions Yunchen Pu Zhe Gan Ricardo Henao Xin Yuan Chunyuan Li Andrew Stevens Lawrence Carin BDL CoGe 66 750 0 28 Sep 2016
Semantic Image Inpainting with Deep Generative Models Raymond A. Yeh Chen Chen Teck-Yian Lim Alex Schwing M. Hasegawa-Johnson Minh Do GAN VLM 68 1,171 0 26 Jul 2016
Asynchrony begets Momentum, with an Application to Deep Learning Jeff Donahue Philipp Krahenbuhl Stefan Hadjis Christopher Ré 82 1,827 0 31 May 2016
The Latin American Giant Observatory: a successful collaboration in Latin America based on Cosmic Rays and computer science domains Hernán Asorey R. Mayo-García L. Núñez M. Pascual A. J. Rubio-Montero M. Suárez-Durán L. A. Torres-Niño 63 690 0 30 May 2016
Generative Adversarial Text to Image Synthesis Scott E. Reed Zeynep Akata Xinchen Yan Lajanugen Logeswaran Bernt Schiele Honglak Lee GAN 144 3,136 0 17 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 46 5,277 0 25 Apr 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 473 27,231 0 02 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 228 13,968 0 19 Nov 2015
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 207 8,351 0 28 Nov 2014
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 210 10,365 0 06 Nov 2014