GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection

16 November 2022

Papers citing "GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection"

50 / 65 papers shown

Title
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 111 1 0 30 Jul 2024
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 164 30 0 23 May 2023
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva DiffM 47 93 0 13 Apr 2023
StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis Axel Sauer Tero Karras S. Laine Andreas Geiger Timo Aila 74 217 0 23 Jan 2023
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 158 233 0 01 Nov 2022
Elucidating the Design Space of Diffusion-Based Generative Models Tero Karras M. Aittala Timo Aila S. Laine DiffM 175 1,970 0 01 Jun 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 377 6,859 0 13 Apr 2022
Fusing Global and Local Features for Generalized AI-Synthesized Image Detection Yan Ju Shan Jia Lipeng Ke Hongfei Xue Koki Nagano Siwei Lyu 62 68 0 26 Mar 2022
Detecting GAN-generated Images by Orthogonal Training of Multiple CNNs S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 56 49 0 04 Mar 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 270 30,123 0 01 Mar 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 50 65 0 15 Feb 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 118 31 0 23 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 410 15,486 0 20 Dec 2021
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 331 3,600 0 20 Dec 2021
Finding Facial Forgery Artifacts with Parts-Based Detectors S. Schwarcz Rama Chellappa CVBM 109 25 0 21 Sep 2021
OpenForensics: Large-Scale Challenging Dataset For Multi-Face Forgery Detection And Segmentation In-The-Wild Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen AAML 63 61 0 30 Jul 2021
Alias-Free Generative Adversarial Networks Tero Karras M. Aittala S. Laine Erik Härkönen Janne Hellsten J. Lehtinen Timo Aila GAN 172 1,595 0 23 Jun 2021
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images Vishal Asnani Xi Yin Tal Hassner Xiaoming Liu 68 68 0 15 Jun 2021
SimSwap: An Efficient Framework For High Fidelity Face Swapping Renwang Chen Xuanhong Chen Bingbing Ni Yanhao Ge CVBM 66 312 0 11 Jun 2021
Score-based Generative Modeling in Latent Space Arash Vahdat Karsten Kreis Jan Kautz DiffM 53 681 0 10 Jun 2021
Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis Yang He Ning Yu Margret Keuper Mario Fritz 36 68 0 29 May 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 76 87 0 28 May 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 213 7,831 0 11 May 2021
Rethinking BiSeNet For Real-time Semantic Segmentation Mingyuan Fan Shenqi Lai Junshi Huang Xiaoming Wei Z. Chai Junfeng Luo Xiaolin K. Wei SSeg 89 486 0 27 Apr 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 94 175 0 06 Apr 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 73 614 0 03 Mar 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 391 4,941 0 24 Feb 2021
Salient Object Detection via Integrity Learning Mingchen Zhuge Deng-Ping Fan Nian Liu Dingwen Zhang Dong Xu Ling Shao AAML 73 305 0 19 Jan 2021
Taming Transformers for High-Resolution Image Synthesis Patrick Esser Robin Rombach Bjorn Ommer ViT 119 2,950 0 17 Dec 2020
MODNet: Real-Time Trimap-Free Portrait Matting via Objective Decomposition Zhanghan Ke Jiayu Sun Kaican Li Qiong Yan Rynson W. H. Lau 48 160 0 24 Nov 2020
Deepfake detection: humans vs. machines Pavel Korshunov S´ebastien Marcel 3DPC CVBM 24 49 0 07 Sep 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 87 310 0 24 Aug 2020
T-GD: Transferable GAN-generated Images Detection Framework Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 67 45 0 10 Aug 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 128 688 0 18 Jul 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 598 18,036 0 19 Jun 2020
Detecting CNN-Generated Facial Images in Real-World Scenarios Nils Hulzebosch Sarah Ibrahimi Marcel Worring CVBM 137 80 0 12 May 2020
3D Face Anti-spoofing with Factorized Bilinear Coding Shan Jia Xin Li Chuanbo Hu G. Guo Zhengquan Xu CVBM AAML 61 50 0 12 May 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 73 552 0 19 Mar 2020
DeepFake Detection: Current Challenges and Next Steps Siwei Lyu 78 166 0 11 Mar 2020
StyleGAN2 Distillation for Feed-forward Image Manipulation Yuri Viazovetskyi V. Ivashkin Evgenii Kashin 199 136 0 07 Mar 2020
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions Ricard Durall Margret Keuper J. Keuper 69 337 0 03 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 390 10,591 0 17 Feb 2020
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 143 979 0 23 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 493 42,407 0 03 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 282 5,810 0 03 Dec 2019
F3Net: Fusion, Feedback and Focus for Salient Object Detection Junhang Wei Shuhui Wang Qingming Huang 3DPC 61 707 0 26 Nov 2019
GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection João C. Neves Ruben Tolosana R. Vera-Rodríguez Vasco Lopes Hugo Proencca Julian Fierrez AAML PICV 83 130 0 13 Nov 2019
Unmasking DeepFakes with simple Features Ricard Durall Margret Keuper Franz-Josef Pfreundt J. Keuper CVBM 66 217 0 02 Nov 2019
On the Detection of Digital Face Manipulation H. Dang Anand Balakrishnan J. Stehouwer Connor Christopherson David Wingate CVBM AAML 76 546 0 03 Oct 2019
Incremental learning for the detection and classification of GAN-generated images Francesco Marra Cristiano Saltori G. Boato Luisa Verdoliva 96 133 0 03 Oct 2019