Spatial Frequency Bias in Convolutional Generative Adversarial Networks

4 October 2020

Papers citing "Spatial Frequency Bias in Convolutional Generative Adversarial Networks"

30 / 30 papers shown

Title
Model Synthesis for Zero-Shot Model Attribution Tianyun Yang Juan Cao Danding Wang Chang Xu WIGM 75 4 0 20 Jan 2025
Content-Aware Preserving Image Generation Giang H. Le Anh Q. Nguyen Byeongkeun Kang Yeejin Lee DiffM 41 0 0 15 Nov 2024
Will the Inclusion of Generated Data Amplify Bias Across Generations in Future Image Classification Models? Zeliang Zhang Xin Liang Mingqian Feng Susan Liang Chenliang Xu 39 1 0 14 Oct 2024
Beta Sampling is All You Need: Efficient Image Generation Strategy for Diffusion Models using Stepwise Spectral Analysis Haeil Lee Han S. Lee Seoyeon Gye Junmo Kim DiffM 49 2 0 16 Jul 2024
Preserving Fairness Generalization in Deepfake Detection Li Lin Xinan He Yan Ju Xin Wang Feng Ding Shu Hu 42 35 0 27 Feb 2024
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial Context Shashank Agnihotri Julia Grabinski M. Keuper 30 6 0 29 Nov 2023
Unpaired Optical Coherence Tomography Angiography Image Super-Resolution via Frequency-Aware Inverse-Consistency GAN Weiwen Zhang Dawei Yang Haoxuan Che A. Ran Carol Y. Cheung Hao Chen 25 1 0 29 Sep 2023
FreeU: Free Lunch in Diffusion U-Net Chenyang Si Ziqi Huang Yuming Jiang Ziwei Liu DiffM 51 132 0 20 Sep 2023
Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning B. Le Simon S. Woo AAML 26 27 0 12 Sep 2023
A survey on bias in machine learning research Agnieszka Mikołajczyk-Bareła M. Grochowski AI4CE FaML 38 5 0 22 Aug 2023
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook Mingyuan Fan Chengyu Wang Cen Chen Yang Liu Jun Huang HILM 39 3 0 31 Jul 2023
A Survey on Generative Modeling with Limited Data, Few Shots, and Zero Shot Milad Abdollahzadeh Touba Malekzadeh Christopher T. H. Teo Keshigeyan Chandrasegaran Guimeng Liu Ngai-man Cheung VLM MedIm 47 21 0 26 Jul 2023
On the Effectiveness of Spectral Discriminators for Perceptual Quality Improvement Xin Luo Yunan Zhu Shunxin Xu Dong Liu 34 11 0 22 Jul 2023
Forest Parameter Prediction by Multiobjective Deep Learning of Regression Models Trained with Pseudo-Target Imputation Sara Björk S. N. Anfinsen Michael C. Kampffmeyer E. Næsset T. Gobakken Lennart Noordermeer 15 1 0 19 Jun 2023
Emergent Asymmetry of Precision and Recall for Measuring Fidelity and Diversity of Generative Models in High Dimensions Mahyar Khayatkhoei Wael AbdAlmageed 30 3 0 16 Jun 2023
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Roberto Amoroso Davide Morelli Marcella Cornia Lorenzo Baraldi A. Bimbo Rita Cucchiara DiffM 37 29 0 02 Apr 2023
Low-frequency Image Deep Steganography: Manipulate the Frequency Distribution to Hide Secrets with Tenacious Robustness Huajie Chen Tianqing Zhu Yuandi Zhao B. Liu Xin Yu Wanlei Zhou AAML 30 2 0 23 Mar 2023
Diffusion Probabilistic Model Made Slim Xingyi Yang Daquan Zhou Jiashi Feng Xinchao Wang DiffM 27 103 0 27 Nov 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 35 101 0 26 Oct 2022
Discovering Transferable Forensic Features for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Alexander Binder Ngai-man Cheung AAML 37 27 0 24 Aug 2022
On the Activation Function Dependence of the Spectral Bias of Neural Networks Q. Hong Jonathan W. Siegel Qinyan Tan Jinchao Xu 34 23 0 09 Aug 2022
Simpler is better: spectral regularization and up-sampling techniques for variational autoencoders Sara Bjork Jonas Nordhaug Myhre T. Johansen DRL 47 5 0 19 Jan 2022
Exploring the Asynchronous of the Frequency Spectra of GAN-generated Facial Images B. Le Simon S. Woo CVBM 30 12 0 15 Dec 2021
ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images B. Le Simon S. Woo AAML 24 80 0 07 Dec 2021
On the Frequency Bias of Generative Models Katja Schwarz Yiyi Liao Andreas Geiger 24 78 0 03 Nov 2021
On the potential of sequential and non-sequential regression models for Sentinel-1-based biomass prediction in Tanzanian miombo forests Sara Björk S. N. Anfinsen E. Næsset T. Gobakken Eliakimu Zahabu 21 7 0 21 Jun 2021
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Ngai-man Cheung 16 83 0 31 Mar 2021
Exploring The Effect of High-frequency Components in GANs Training Ziqiang Li Pengfei Xia Xue Rui Bin Li GAN 43 17 0 20 Mar 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 297 10,368 0 12 Dec 2018
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 250 3,190 0 30 Oct 2016