CNN-generated images are surprisingly easy to spot... for now

23 December 2019

Papers citing "CNN-generated images are surprisingly easy to spot... for now"

50 / 517 papers shown

Title
TGIF: Text-Guided Inpainting Forgery Dataset Hannes Mareen Dimitrios Karageorgiou G. V. Wallendael Peter Lambert Symeon Papadopoulos DiffM 48 4 0 16 Jul 2024
When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image Laundering S. Mandelli Paolo Bestagini Stefano Tubaro DiffM 42 4 0 15 Jul 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 34 10 0 15 Jul 2024
The Tug-of-War Between Deepfake Generation and Detection Hannah Lee Changyeon Lee Kevin Farhat Lin Qiu Steve Geluso Aerin Kim O. Etzioni 34 1 0 08 Jul 2024
GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection Chih-Chung Hsu Shao-Ning Chen Mei-Hsuan Wu Yi-Fang Wang Chia-Ming Lee Yi-Shiuan Chou CVBM 36 0 0 28 Jun 2024
What Matters in Detecting AI-Generated Videos like Sora? Chirui Chang Zhengzhe Liu Xiaoyang Lyu Xiaojuan Qi DiffM VGen 93 7 0 27 Jun 2024
A Sanity Check for AI-generated Image Detection Shilin Yan Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Yao Hu Weidi Xie VLM 72 20 0 27 Jun 2024
Generalized Deepfake Attribution Sowdagar Mahammad Shahid Sudev Kumar Padhi Umesh Kashyap Sk. Subidh Ali 34 1 0 26 Jun 2024
Detection of Synthetic Face Images: Accuracy, Robustness, Generalization Nela Petrželková Jan Cech 41 0 0 25 Jun 2024
Landscape More Secure Than Portrait? Zooming Into the Directionality of Digital Images With Security Implications Benedikt Lorch Rainer Böhme 40 1 0 21 Jun 2024
Generative Topological Networks Alona Levy-Jurgenson Z. Yakhini 46 0 0 21 Jun 2024
Improving Interpretability and Robustness for the Detection of AI-Generated Images T. Gaintseva Laida Kushnareva German Magai Irina Piontkovskaya Sergey I. Nikolenko Martin Benning S. Barannikov Gregory Slabaugh 32 1 0 21 Jun 2024
Development of a Dual-Input Neural Model for Detecting AI-Generated Imagery Jonathan Gallagher William Pugsley 35 0 0 19 Jun 2024
DF40: Toward Next-Generation Deepfake Detection Zhiyuan Yan Taiping Yao Shen Chen Yandan Zhao Xinghe Fu ... Donghao Luo Li Yuan Chengjie Wang Shouhong Ding Yunsheng Wu 32 28 0 19 Jun 2024
Real-Time Deepfake Detection in the Real-World Bar Cavia Eliahu Horwitz Tal Reiss Yedid Hoshen 43 6 0 13 Jun 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 41 13 0 13 Jun 2024
FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion George Cazenavette Avneesh Sud Thomas Leung Ben Usman DiffM 34 13 0 12 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 40 5 0 12 Jun 2024
AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation Lianyu Pang Jian Yin Baoquan Zhao Feize Wu Fu Lee Wang Qing Li Xudong Mao DiffM 47 1 0 07 Jun 2024
Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks Lanzino Romeo Fontana Federico Diko Anxhelo Marini Marco Raoul Cinque Luigi 46 17 0 07 Jun 2024
RU-AI: A Large Multimodal Dataset for Machine Generated Content Detection Liting Huang Zhihao Zhang Yiran Zhang Xiyue Zhou Shoujin Wang NoLa 46 2 0 07 Jun 2024
Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment Jiayi Guo Junhao Zhao Chunjiang Ge Chaoqun Du Zanlin Ni Shiji Song Humphrey Shi Gao Huang TTA DiffM 45 5 0 06 Jun 2024
Principles of Designing Robust Remote Face Anti-Spoofing Systems Xiang Xu Tianchen Zhao Zheng Zhang Zhihua Li Jon Wu Alessandro Achille Mani Srivastava AAML 40 3 0 06 Jun 2024
DistilDIRE: A Small, Fast, Cheap and Lightweight Diffusion Synthesized Deepfake Detection Yewon Lim Changyeon Lee Aerin Kim O. Etzioni DiffM 30 3 0 02 Jun 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 41 12 0 30 May 2024
DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark Haoxing Chen Yan Hong Zizheng Huang Zhuoer Xu Zhangxuan Gu ... Jun Lan Huijia Zhu Jianfu Zhang Weiqiang Wang Huaxiong Li Mamba 83 14 0 30 May 2024
Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake Di Yang Yihao Huang Qing-Wu Guo Felix Juefei Xu Xiaojun Jia Run Wang G. Pu Yang Liu DiffM 34 0 0 28 May 2024
Improved Distribution Matching Distillation for Fast Image Synthesis Tianwei Yin Michael Gharbi Taesung Park Richard Zhang Eli Shechtman Frédo Durand William T. Freeman DiffM 44 95 0 23 May 2024
How to Trace Latent Generative Model Generated Images without Artificial Watermark? Zhenting Wang Vikash Sehwag Chen Chen Lingjuan Lyu Dimitris N. Metaxas Shiqing Ma WIGM 38 5 0 22 May 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 56 3 0 14 May 2024
Detecting music deepfakes is easy but actually hard Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin 63 6 0 07 May 2024
Exposing AI-generated Videos: A Benchmark Dataset and a Local-and-Global Temporal Defect Based Detection Method Peisong He Leyao Zhu Jiaxing Li Shiqi Wang Haoliang Li EGVM 23 2 0 07 May 2024
In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol Wei-Han Wang Chin-Yuan Yeh Hsi-Wen Chen De-Nian Yang Ming-Syan Chen 41 0 0 01 May 2024
Synthetic Image Verification in the Era of Generative AI: What Works and What Isn't There Yet D. Tariang Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva 48 8 0 30 Apr 2024
SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods Manos Schinas Symeon Papadopoulos VLM EGVM 40 8 0 29 Apr 2024
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics Xiaoshuai Wu Xin Liao Bo Ou Yuling Liu Zheng Qin WIGM 43 9 0 27 Apr 2024
Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection Jiawei Song Dengpan Ye Yunming Zhang DiffM 24 3 0 26 Apr 2024
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape Sifat Muhammad Abdullah Aravind Cheruvu Shravya Kanchi Taejoong Chung Peng Gao Murtuza Jadliwala Bimal Viswanath AAML 29 11 0 24 Apr 2024
Beyond Deepfake Images: Detecting AI-Generated Videos Danial Samadi Vahdati Tai D. Nguyen Aref Azizpour Matthew C. Stamm 60 11 0 24 Apr 2024
DeepFeatureX Net: Deep Features eXtractors based Network for discriminating synthetic from real images Orazio Pontorno Luca Guarnera Sebastiano Battiato 32 4 0 24 Apr 2024
The Adversarial AI-Art: Understanding, Generation, Detection, and Benchmarking Yuying Li Zeyan Liu Junyi Zhao Liangqin Ren Fengjun Li Jiebo Luo Bo Luo 35 1 0 22 Apr 2024
AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images Jonas Ricker Dennis Assenmacher Thorsten Holz Asja Fischer Erwin Quiring 31 7 0 22 Apr 2024
FakeBench: Uncover the Achilles' Heels of Fake Images with Large Multimodal Models Yixuan Li Xuelin Liu Xiaoyang Wang Shiqi Wang Weisi Lin 41 5 0 20 Apr 2024
DeepFake-O-Meter v2.0: An Open Platform for DeepFake Detection Yan Ju Chengzhe Sun Shan Jia Shuwei Hou Zhaofeng Si Soumyya Kanti Datta Lipeng Ke Riky Zhou Anita Nikolich Siwei Lyu 34 3 0 19 Apr 2024
E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data Aref Azizpour Tai D. Nguyen Manil Shrestha Kaidi Xu Edward Kim Matthew C. Stamm 37 4 0 12 Apr 2024
Detecting AI-Generated Images via CLIP A. G. Moskowitz T. Gaona J. Peterson VLM 24 3 0 12 Apr 2024
Band-Attention Modulated RetNet for Face Forgery Detection Zhida Zhang Jie Cao Wenkui Yang Qihang Fan Kai Zhou Ran He CVBM ViT 25 1 0 09 Apr 2024
Responsible Visual Editing Minheng Ni Yeli Shen Lei Zhang W. Zuo DiffM 27 0 0 08 Apr 2024
Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Model Yue-Hua Han Tai-Ming Huang Shu-Tzu Lo Po-Han Huang 44 0 0 08 Apr 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