Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes

29 March 2023

Papers citing "Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes"

20 / 20 papers shown

Title
Robustness in AI-Generated Detection: Enhancing Resistance to Adversarial Attacks Sun Haoxuan Hong Yan Zhan Jiahui Chen Haoxing Lan Jun Zhu Huijia Wang Weiqiang Zhang Liqing Zhang Jianfu AAML 27 0 0 06 May 2025
Enhancing AI Face Realism: Cost-Efficient Quality Improvement in Distilled Diffusion Models with a Fully Synthetic Dataset Jakub Wąsala Bartłomiej Wrzalski Kornelia Noculak Yuliia Tarasenko Oliwer Krupa Jan Kocoń Grzegorz Chodak 17 0 0 04 May 2025
Beyond Anonymization: Object Scrubbing for Privacy-Preserving 2D and 3D Vision Tasks Murat Bilgehan Ertan Ronak Sahu Phuong Ha Nguyen Kaleel Mahmood Marten van Dijk 22 0 0 23 Apr 2025
A Practical Synthesis of Detecting AI-Generated Textual, Visual, and Audio Content Lele Cao DeLMO 39 0 0 02 Apr 2025
Towards Understanding Text Hallucination of Diffusion Models via Local Generation Bias Rui Lu Runzhe Wang Kaifeng Lyu Xitai Jiang Gao Huang Mengdi Wang DiffM 81 0 0 05 Mar 2025
Mitigating Hallucinations in Diffusion Models through Adaptive Attention Modulation Trevine Oorloff Yaser Yacoob Abhinav Shrivastava 39 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 46 0 0 17 Feb 2025
Interactive Visual Assessment for Text-to-Image Generation Models Xiaoyue Mi Fan Tang Juan Cao Qiang Sheng Ziyao Huang Peng Li Y. Liu Tong-Yee Lee EGVM 64 0 0 23 Nov 2024
Synthetic Photography Detection: A Visual Guidance for Identifying Synthetic Images Created by AI Melanie Mathys Marco Willi Raphael Meier 30 3 0 12 Aug 2024
Repairing Catastrophic-Neglect in Text-to-Image Diffusion Models via Attention-Guided Feature Enhancement Zhiyuan Chang Mingyang Li Junjie Wang Yi Liu Qing Wang Yang Liu DiffM 11 1 0 24 Jun 2024
PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models Fanqing Meng Wenqi Shao Lixin Luo Yahong Wang Yiran Chen ... Yue Yang Tianshuo Yang Kaipeng Zhang Yu Qiao Ping Luo EGVM 23 1 0 17 Jun 2024
Understanding Hallucinations in Diffusion Models through Mode Interpolation Sumukh K. Aithal Pratyush Maini Zachary Chase Lipton J. Zico Kolter DiffM 25 18 0 13 Jun 2024
FakeBench: Uncover the Achilles' Heels of Fake Images with Large Multimodal Models Yixuan Li Xuelin Liu Xiaoyang Wang Shiqi Wang Weisi Lin 22 4 0 20 Apr 2024
Robust CLIP-Based Detector for Exposing Diffusion Model-Generated Images Santosh Li Lin Irene Amerini Xin Eric Wang Shu Hu 42 10 0 19 Apr 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang X. Li Luisa Verdoliva Shu Hu 72 53 0 22 Jan 2024
FLORIDA: Fake-looking Real Images Dataset Ali Borji 11 1 0 29 Oct 2023
AVTENet: Audio-Visual Transformer-based Ensemble Network Exploiting Multiple Experts for Video Deepfake Detection Ammarah Hashmi Sahibzada Adil Shahzad Chia-Wen Lin Yu Tsao Hsin-Min Wang ViT 17 5 0 19 Oct 2023
The Age of Synthetic Realities: Challenges and Opportunities J. P. Cardenuto Jing Yang Rafael Padilha Renjie Wan Daniel Moreira Haoliang Li Shiqi Wang Fernanda A. Andaló Sébastien Marcel Anderson de Rezende Rocha DeLMO 29 29 0 09 Jun 2023
Generated Faces in the Wild: Quantitative Comparison of Stable Diffusion, Midjourney and DALL-E 2 Ali Borji DiffM 56 117 0 02 Oct 2022
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021