Mixture of Low-rank Experts for Transferable AI-Generated Image Detection

7 April 2024

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Papers citing "Mixture of Low-rank Experts for Transferable AI-Generated Image Detection"

49 / 49 papers shown

Title
Online Detection of AI-Generated Images David C. Epstein Ishan Jain Oliver Wang Richard Y. Zhang 63 60 0 23 Oct 2023
GenImage: A Million-Scale Benchmark for Detecting AI-Generated Image Mingjian Zhu Hanting Chen Qiang Yan Xu Huang Guanyu Lin Wei Li Zhaopeng Tu Hailin Hu Jie Hu Yunhe Wang VLM 66 144 0 14 Jun 2023
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection Rui Shao Tianxing Wu Liqiang Nie Ziwei Liu 73 14 0 01 Jun 2023
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva DiffM 72 93 0 13 Apr 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 82 217 0 16 Mar 2023
Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers Tianlong Chen Zhenyu Zhang Ajay Jaiswal Shiwei Liu Zhangyang Wang MoE 92 48 0 02 Mar 2023
Towards Universal Fake Image Detectors that Generalize Across Generative Models Utkarsh Ojha Yuheng Li Yong Jae Lee 57 237 0 20 Feb 2023
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 196 3,963 0 26 Jul 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 461 6,067 0 23 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 413 6,916 0 13 Apr 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 126 683 0 21 Feb 2022
Pseudo Numerical Methods for Diffusion Models on Manifolds Luping Liu Yi Ren Zhijie Lin Zhou Zhao DiffM 107 652 0 20 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 493 15,768 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 364 3,627 0 20 Dec 2021
Vector Quantized Diffusion Model for Text-to-Image Synthesis Shuyang Gu Dong Chen Jianmin Bao Fang Wen Bo Zhang Dongdong Chen Lu Yuan B. Guo DiffM 157 798 0 29 Nov 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 490 10,496 0 17 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 268 7,938 0 11 May 2021
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Ngai-Man Cheung 78 83 0 31 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 975 29,871 0 26 Feb 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 418 4,996 0 24 Feb 2021
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity W. Fedus Barret Zoph Noam M. Shazeer MoE 88 2,220 0 11 Jan 2021
Transformer Feed-Forward Layers Are Key-Value Memories Mor Geva R. Schuster Jonathan Berant Omer Levy KELM 170 847 0 29 Dec 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 94 311 0 24 Aug 2020
GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding Dmitry Lepikhin HyoukJoong Lee Yuanzhong Xu Dehao Chen Orhan Firat Yanping Huang M. Krikun Noam M. Shazeer Zhiwen Chen MoE 124 1,191 0 30 Jun 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 718 18,310 0 19 Jun 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 76 559 0 19 Mar 2020
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions Ricard Durall Margret Keuper J. Keuper 71 337 0 03 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 513 10,591 0 17 Feb 2020
Global Texture Enhancement for Fake Face Detection in the Wild Zhengzhe Liu Xiaojuan Qi Philip Torr CVBM 70 295 0 01 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 156 987 0 23 Dec 2019
Detecting and Simulating Artifacts in GAN Fake Images Xu-Yao Zhang Svebor Karaman Shih-Fu Chang 96 489 0 15 Jul 2019
Detecting Photoshopped Faces by Scripting Photoshop Sheng-Yu Wang Oliver Wang Andrew Owens Richard Y. Zhang Alexei A. Efros CVBM PICV 52 135 0 13 Jun 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 166 2,691 0 18 Mar 2019
Detecting GAN generated Fake Images using Co-occurrence Matrices L. Nataraj Tajuddin Manhar Mohammed S. Chandrasekaran A. Flenner Jawadul H. Bappy Amit K. Roy-Chowdhury B. S. Manjunath GAN 81 270 0 15 Mar 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 113 2,097 0 25 Jan 2019
Do GANs leave artificial fingerprints? Francesco Marra Diego Gragnaniello L. Verdoliva Giovanni Poggi GAN 64 325 0 31 Dec 2018
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 617 10,590 0 12 Dec 2018
Diverse Image Synthesis from Semantic Layouts via Conditional IMLE Ke Li Tianhao Zhang Jitendra Malik DiffM 229 88 0 29 Nov 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 269 5,403 0 28 Sep 2018
Fighting Fake News: Image Splice Detection via Learned Self-Consistency Minyoung Huh Andrew Liu Andrew Owens Alexei A. Efros SSL 97 387 0 10 May 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 301 1,188 0 04 May 2018
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 151 3,557 0 24 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 175 7,377 0 27 Oct 2017
Photographic Image Synthesis with Cascaded Refinement Networks Qifeng Chen V. Koltun 63 952 0 28 Jul 2017
Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer Noam M. Shazeer Azalia Mirhoseini Krzysztof Maziarz Andy Davis Quoc V. Le Geoffrey E. Hinton J. Dean MoE 253 2,686 0 23 Jan 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,608 0 07 Oct 2016
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 277 3,719 0 26 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 109 2,346 0 10 Jun 2015