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 / 521 papers shown

Title
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 75 6 0 28 Jul 2024
UniForensics: Face Forgery Detection via General Facial Representation Ziyuan Fang Hanqing Zhao Tianyi Wei Wenbo Zhou Ming Wan Zhanyi Wang Weiming Zhang Neng H. Yu CVBM 47 1 0 26 Jul 2024
Are handcrafted filters helpful for attributing AI-generated images? Jialiang Li Haoyue Wang Sheng Li Zhenxing Qian Xinpeng Zhang Athanasios V. Vasilakos 40 0 0 19 Jul 2024
Towards Understanding Unsafe Video Generation Yan Pang Aiping Xiong Yang Zhang Tianhao Wang EGVM 39 2 0 17 Jul 2024
TGIF: Text-Guided Inpainting Forgery Dataset Hannes Mareen Dimitrios Karageorgiou Glenn Van Wallendael Peter Lambert Symeon Papadopoulos DiffM 58 4 0 16 Jul 2024
When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image Laundering S. Mandelli Paolo Bestagini Stefano Tubaro DiffM 44 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 57 11 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 39 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 51 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 25 0 27 Jun 2024
Generalized Deepfake Attribution Sowdagar Mahammad Shahid Sudev Kumar Padhi Umesh Kashyap Sk. Subidh Ali 39 1 0 26 Jun 2024
Detection of Synthetic Face Images: Accuracy, Robustness, Generalization Nela Petrželková Jan Cech 46 0 0 25 Jun 2024
Landscape More Secure Than Portrait? Zooming Into the Directionality of Digital Images With Security Implications Benedikt Lorch Rainer Böhme 53 1 0 21 Jun 2024
Generative Topological Networks Alona Levy-Jurgenson Z. Yakhini 49 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 39 1 0 21 Jun 2024
Development of a Dual-Input Neural Model for Detecting AI-Generated Imagery Jonathan Gallagher William Pugsley 50 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 41 30 0 19 Jun 2024
Real-Time Deepfake Detection in the Real-World Bar Cavia Eliahu Horwitz Tal Reiss Yedid Hoshen 56 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 61 16 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 14 0 12 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 48 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 56 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 18 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 51 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 53 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 47 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 35 4 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 52 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 86 16 0 30 May 2024
Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake Di Yang Yihao Huang Qing Guo Felix Juefei Xu Xiaojun Jia Run Wang G. Pu Yang Liu DiffM 39 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 56 102 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 47 6 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 63 3 0 14 May 2024
Detecting music deepfakes is easy but actually hard Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin 68 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 31 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 64 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 61 8 0 30 Apr 2024
SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods Manos Schinas Symeon Papadopoulos VLM EGVM 45 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 48 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 34 12 0 24 Apr 2024
Beyond Deepfake Images: Detecting AI-Generated Videos Danial Samadi Vahdati Tai D. Nguyen Aref Azizpour Matthew C. Stamm 66 12 0 24 Apr 2024
DeepFeatureX Net: Deep Features eXtractors based Network for discriminating synthetic from real images Orazio Pontorno Luca Guarnera Sebastiano Battiato 43 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 40 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 39 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 54 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 39 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 51 4 0 12 Apr 2024
Detecting AI-Generated Images via CLIP A. G. Moskowitz T. Gaona J. Peterson VLM 37 3 0 12 Apr 2024