Raising the Bar of AI-generated Image Detection with CLIP

30 November 2023

Matthias Nießner

Papers citing "Raising the Bar of AI-generated Image Detection with CLIP"

50 / 59 papers shown

Title
DRAGON: A Large-Scale Dataset of Realistic Images Generated by Diffusion Models Giulia Bertazzini Daniele Baracchi Dasara Shullani Isao Echizen Alessandro Piva 22 0 0 16 May 2025
CLIP Embeddings for AI-Generated Image Detection: A Few-Shot Study with Lightweight Classifier Ziyang Ou VLM 11 0 0 15 May 2025
Robust AI-Generated Face Detection with Imbalanced Data Yamini Sri Krubha Aryana Hou Braden Vester Web Walker Qing Guo Li Lin Shu Hu 29 0 0 04 May 2025
Advance Fake Video Detection via Vision Transformers Joy Battocchio S. Dell’Anna Andrea Montibeller Giulia Boato ViT VGen 41 0 0 29 Apr 2025
TrueFake: A Real World Case Dataset of Last Generation Fake Images also Shared on Social Networks S. Dell’Anna Andrea Montibeller Giulia Boato 57 0 0 29 Apr 2025
WILD: a new in-the-Wild Image Linkage Dataset for synthetic image attribution Pietro Bongini S. Mandelli Andrea Montibeller Mirko Casu Orazio Pontorno ... Paolo Bestagini Irene Amerini F. D. De Natale Sebastiano Battiato Mauro Barni VLM 83 0 0 28 Apr 2025
Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images Jonathan Brokman Amit Giloni Omer Hofman Roman Vainshtein Hisashi Kojima Guy Gilboa 28 2 0 21 Apr 2025
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics Yixuan Li Yu Tian Yipo Huang Wei Lu Shiqi Wang Weisi Lin Anderson de Rezende Rocha 62 0 0 31 Mar 2025
FakeReasoning: Towards Generalizable Forgery Detection and Reasoning Y. Gao Dongliang Chang Bingyao Yu Haotian Qin Lei Chen Kongming Liang Zhanyu Ma 49 0 0 27 Mar 2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images Tai D. Nguyen Aref Azizpour Matthew C. Stamm 46 1 0 26 Mar 2025
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector Xiao Guo Xiufeng Song Yue Zhang Xiaohong Liu X. Liu 63 1 0 26 Mar 2025
TruthLens: Explainable DeepFake Detection for Face Manipulated and Fully Synthetic Data Rohit Kundu Athula Balachandran A. Roy-Chowdhury 45 0 0 20 Mar 2025
Provenance Detection for AI-Generated Images: Combining Perceptual Hashing, Homomorphic Encryption, and AI Detection Models Shree Singhi Aayan Yadav Aayush Gupta Shariar Ebrahimi Parisa Hassanizadeh 45 0 0 14 Mar 2025
Team NYCU at Defactify4: Robust Detection and Source Identification of AI-Generated Images Using CNN and CLIP-Based Models Tsan-Tsung Yang I-Wei Chen Kuan-Ting Chen Shang-Hsuan Chiang Wen-Chih Peng 39 0 0 13 Mar 2025
Revealing the Implicit Noise-based Imprint of Generative Models Xinghan Li Jingjing Chen Yue Yu Xue Song Haijun Shan Yu Jiang 63 0 0 12 Mar 2025
Chameleon: On the Scene Diversity and Domain Variety of AI-Generated Videos Detection Meiyu Zeng Xingming Liao C. L. Philip Chen Nankai Lin Zhuowei Wang Chong Chen Aimin Yang 58 1 0 09 Mar 2025
Explainable Synthetic Image Detection through Diffusion Timestep Ensembling Y. Wu Feiran Zhang Tianyuan Shi Ruicheng Yin Zhenghua Wang Zhenliang Gan Xinyu Wang Changze Lv Xiaoqing Zheng Xuanjing Huang 60 0 0 08 Mar 2025
Methods and Trends in Detecting Generated Images: A Comprehensive Review Arpan Mahara N. Rishe AAML 159 0 0 24 Feb 2025
Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images Negar Kamali Karyn Nakamura Aakriti Kumar Angelos Chatzimparmpas Jessica Hullman Matthew Groh 61 0 0 17 Feb 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 78 2 0 17 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
Human Action CLIPS: Detecting AI-generated Human Motion Matyáš Boháček Hany Farid 76 3 0 30 Nov 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 103 1 0 29 Nov 2024
CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Mohamed Fazli Mohamed Imam Rufael Fedaku Marew Jameel Hassan M. Fiaz Alham Fikri Aji Hisham Cholakkal VLM 187 0 0 28 Nov 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 103 0 0 28 Nov 2024
Towards More Accurate Fake Detection on Images Generated from Advanced Generative and Neural Rendering Models Chengdong Dong Vijayakumar Bhagavatula Zhenyu Zhou Ajay Kumar 36 0 0 13 Nov 2024
Community Forensics: Using Thousands of Generators to Train Fake Image Detectors Jeongsoo Park Andrew Owens 34 3 0 06 Nov 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection Xiufeng Song Xiao Guo J. Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu DiffM VGen 71 9 0 31 Oct 2024
The Cat and Mouse Game: The Ongoing Arms Race Between Diffusion Models and Detection Methods Linda Laurier Ave Giulietta Arlo Octavia Meade Cleti 53 3 0 24 Oct 2024
Evaluating the Effectiveness of Attack-Agnostic Features for Morphing Attack Detection Laurent Colbois S´ebastien Marcel AAML 32 0 0 22 Oct 2024
Fake It Until You Break It: On the Adversarial Robustness of AI-generated Image Detectors Sina Mavali Jonas Ricker David Pape Yash Sharma Asja Fischer Lea Schönherr AAML 36 3 0 02 Oct 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 47 11 0 24 Sep 2024
Present and Future Generalization of Synthetic Image Detectors Pablo Bernabeu Perez Enrique Lopez-Cuena Dario Garcia-Gasulla 26 0 0 21 Sep 2024
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection Hina Otake Yoshihiro Fukuhara Yoshiki Kubotani Shigeo Morishima ViT 56 0 0 13 Sep 2024
DeCLIP: Decoding CLIP representations for deepfake localization Stefan Smeu Elisabeta Oneata Dan Oneaţă 65 4 0 12 Sep 2024
GenCA: A Text-conditioned Generative Model for Realistic and Drivable Codec Avatars Keqiang Sun Amin Jourabloo Riddhish Bhalodia Moustafa Meshry Yu Rong ... Christian Haene Jiu Xu Sam Johnson Hongsheng Li Sofien Bouaziz DiffM 50 0 0 24 Aug 2024
FIDAVL: Fake Image Detection and Attribution using Vision-Language Model Mamadou Keita W. Hamidouche Hessen Bougueffa Eutamene Abdelmalik Taleb-Ahmed Abdenour Hadid VLM 84 1 0 22 Aug 2024
Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images Dimitrios Karageorgiou Quentin Bammey Valentin Porcellini Bertrand Goupil Denis Teyssou Symeon Papadopoulos 62 2 0 21 Aug 2024
Are CLIP features all you need for Universal Synthetic Image Origin Attribution? Dario Cioni Christos Tzelepis Lorenzo Seidenari Ioannis Patras 40 2 0 17 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
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 62 5 0 28 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
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
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
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Wang Shu Hu Shu Hu EGVM 81 11 0 02 Jun 2024
Training-Free Deepfake Voice Recognition by Leveraging Large-Scale Pre-Trained Models Alessandro Pianese D. Cozzolino Giovanni Poggi L. Verdoliva 37 5 0 03 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
Robust CLIP-Based Detector for Exposing Diffusion Model-Generated Images Santosh Li Lin Irene Amerini Xin Wang Shu Hu 47 11 0 19 Apr 2024
ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale Jinbin Huang Cheng Chen Aditi Mishra Bum Chul Kwon Zhicheng Liu Chris Bryan 47 4 0 03 Apr 2024
Bi-LORA: A Vision-Language Approach for Synthetic Image Detection Mamadou Keita W. Hamidouche Hessen Bougueffa Eutamene Abdenour Hadid Abdelmalik Taleb-Ahmed 63 7 0 02 Apr 2024