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"

50 / 66 papers shown

Title
Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts Yu Cao Zengqun Zhao Ioannis Patras Shaogang Gong DiffM 50 0 0 20 Mar 2025
Model Synthesis for Zero-Shot Model Attribution Tianyun Yang Juan Cao Danding Wang Chang Xu WIGM 75 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 68 4 0 23 Dec 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 103 0 0 28 Nov 2024
MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection Yaning Zhang Tianyi Wang Zitong Yu Zan Gao Linlin Shen Shengyong Chen DiffM 65 3 0 15 Sep 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni Sebastiano Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 46 5 0 01 Aug 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 39 1 0 30 Jul 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 41 12 0 07 Apr 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 56 17 0 28 Feb 2024
Generative Models are Self-Watermarked: Declaring Model Authentication through Re-Generation Aditya Desu Xuanli He Qiongkai Xu Wei Lu WIGM 24 1 0 23 Feb 2024
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations Mushfiqur Rahman Runze Liu Chau-Wai Wong Huaiyu Dai 36 0 0 13 Dec 2023
AesFA: An Aesthetic Feature-Aware Arbitrary Neural Style Transfer Joon-Byum Kwon Sooyoung Kim Yuewei Lin Shinjae Yoo Jiook Cha 34 10 0 10 Dec 2023
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network Xiao Guo Vishal Asnani Sijia Liu Xiaoming Liu 27 5 0 03 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 35 74 0 30 Nov 2023
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
Frequency Domain-based Dataset Distillation DongHyeok Shin Seungjae Shin Il-Chul Moon DD 35 19 0 15 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
CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation Yunjie Chen Marius Staring O. M. Neve Stephan R. Romeijn Erik F. Hensen Berit M. Verbist J. Wolterink Qian Tao DiffM MedIm 22 3 0 06 Sep 2023
Both Spatial and Frequency Cues Contribute to High-Fidelity Image Inpainting Ze Lu Yalei Lv Wenqi Wang Pengfei Xiong 36 1 0 15 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 30 66 0 04 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 13 1 0 19 Jun 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 118 27 0 23 May 2023
Wavelet-based Unsupervised Label-to-Image Translation George Eskandar Mohamed Abdelsamad Karim Armanious Shuai Zhang B. Yang 36 6 0 16 May 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency Yang Hou Qing-Wu Guo Yihao Huang Xiaofei Xie L. Ma Jianjun Zhao AAML 34 47 0 23 Apr 2023
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva DiffM 29 89 0 13 Apr 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
An Extended Study of Human-like Behavior under Adversarial Training Paul Gavrikov J. Keuper M. Keuper AAML 28 9 0 22 Mar 2023
Progressive Open Space Expansion for Open-Set Model Attribution Tianyun Yang Danding Wang Fan Tang Xinying Zhao Juan Cao Sheng Tang 31 17 0 13 Mar 2023
Cyber Vaccine for Deepfake Immunity Ching-Chun Chang H. Nguyen Junichi Yamagishi Isao Echizen 26 6 0 05 Mar 2023
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection Yan Ju Shan Jia Jia Cai Haiying Guan Siwei Lyu CVBM 45 25 0 16 Nov 2022
Anisotropic multiresolution analyses for deepfake detection Wei Huang Michelangelo Valsecchi Michael Multerer AAML 26 5 0 26 Oct 2022
Learning Second Order Local Anomaly for General Face Forgery Detection Jianwei Fei Yunshu Dai Peipeng Yu Tianrun Shen Zhihua Xia Jian Weng CVBM 109 52 0 30 Sep 2022
On the detection of morphing attacks generated by GANs Laurent Colbois S´ebastien Marcel CVBM 13 10 0 01 Sep 2022
Explicit Use of Fourier Spectrum in Generative Adversarial Networks Soroush Sheikh Gargar GAN OOD 29 0 0 02 Aug 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 28 8 0 25 May 2022
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Brandon Khoo C. H. Lim Raphaël C.-W. Phan 26 0 0 18 Mar 2022
Deepfake Network Architecture Attribution Tianyun Yang Ziyao Huang Juan Cao Lei Li Xirong Li 60 52 0 28 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 30 80 0 07 Feb 2022
Simpler is better: spectral regularization and up-sampling techniques for variational autoencoders Sara Bjork Jonas Nordhaug Myhre T. Johansen DRL 44 5 0 19 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 40 126 0 18 Jan 2022
Forensic Analysis of Synthetically Generated Western Blot Images S. Mandelli D. Cozzolino E. D. Cannas J. P. Cardenuto Daniel Moreira ... Walter J. Scheirer Anderson de Rezende Rocha L. Verdoliva Stefano Tubaro Edward J. Delp 30 21 0 16 Dec 2021
Unsupervised Image Denoising with Frequency Domain Knowledge Nahyun Kim Dong-Won Jang Sunhyeok Lee Bomi Kim Dae-Shik Kim 24 6 0 29 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 129 123 0 04 Nov 2021
MToFNet: Object Anti-Spoofing with Mobile Time-of-Flight Data Yonghyun Jeong Doyeon Kim Jaehyeon Lee Minki Hong Solbi Hwang Jongwon Choi 20 2 0 06 Oct 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 40 17 0 15 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain E. Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 46 14 0 07 Sep 2021
Robust Attentive Deep Neural Network for Exposing GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu CVBM 21 34 0 05 Sep 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 32 338 0 30 Jun 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