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"

16 / 66 papers shown

Title
Wavelet-Packets for Deepfake Image Analysis and Detection Moritz Wolter F. Blanke R. Heese Jochen Garcke CVBM 22 41 0 17 Jun 2021
Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis Yang He Ning Yu M. Keuper Mario Fritz 24 63 0 29 May 2021
Are GAN generated images easy to detect? A critical analysis of the state-of-the-art Diego Gragnaniello D. Cozzolino Francesco Marra Giovanni Poggi L. Verdoliva 22 166 0 06 Apr 2021
Dual Contrastive Loss and Attention for GANs Ning Yu Guilin Liu Aysegül Dündar Andrew Tao Bryan Catanzaro Larry S. Davis Mario Fritz GAN 34 60 0 31 Mar 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 42 118 0 30 Mar 2021
Modeling the Nonsmoothness of Modern Neural Networks Runze Liu Chau-Wai Wong H. Dai FAtt 19 0 0 26 Mar 2021
SpectralDefense: Detecting Adversarial Attacks on CNNs in the Fourier Domain P. Harder Franz-Josef Pfreundt M. Keuper J. Keuper AAML 27 48 0 04 Mar 2021
DeepFake-o-meter: An Open Platform for DeepFake Detection Yuezun Li Cong Zhang Pu Sun H. Qi Siwei Lyu 23 16 0 02 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 33 132 0 27 Feb 2021
Learning to Enhance Visual Quality via Hyperspectral Domain Mapping Harsh Sinha Aditya Mehta Murari Mandal Pratik Narang 20 1 0 10 Feb 2021
Combating Mode Collapse in GAN training: An Empirical Analysis using Hessian Eigenvalues Ricard Durall Avraam Chatzimichailidis P. Labus J. Keuper GAN 30 57 0 17 Dec 2020
Responsible Disclosure of Generative Models Using Scalable Fingerprinting Ning Yu Vladislav Skripniuk Dingfan Chen Larry S. Davis Mario Fritz WIGM 46 89 0 16 Dec 2020
Spectral Distribution Aware Image Generation Steffen Jung M. Keuper OOD 34 34 0 05 Dec 2020
Image Generators with Conditionally-Independent Pixel Synthesis Ivan Anokhin K. Demochkin Taras Khakhulin Gleb Sterkin Victor Lempitsky Denis Korzhenkov 36 156 0 27 Nov 2020
Spatial Frequency Bias in Convolutional Generative Adversarial Networks Mahyar Khayatkhoei Ahmed Elgammal GAN 21 45 0 04 Oct 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 297 10,368 0 12 Dec 2018