Authenticity & Provenance in the age of Generative AI


Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
Davide Salvi,
Viola Negroni,
Sara Mandelli,
Paolo Bestagini,
Stefano Tubaro
[pdf] [arXiv]
[bibtex]
@InProceedings{Salvi_2025_ICCV, author = {Salvi, Davide and Negroni, Viola and Mandelli, Sara and Bestagini, Paolo and Tubaro, Stefano}, title = {Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1586-1595} }

Adaptive Test-Time Semantic Debiasing for AI-Generated Image Detection
Yu Cai,
Jiahe Tian,
Xiaomeng Fu,
Jiao Dai,
Jizhong Han,
Siwei Lyu
[pdf]
[bibtex]
@InProceedings{Cai_2025_ICCV, author = {Cai, Yu and Tian, Jiahe and Fu, Xiaomeng and Dai, Jiao and Han, Jizhong and Lyu, Siwei}, title = {Adaptive Test-Time Semantic Debiasing for AI-Generated Image Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1543-1552} }

Witness Sensing for Verifying the Human Origin of Digital Media
Isabella Lenz,
Yu Rong,
Daniel Bliss,
Julie Liss,
Visar Berisha
[pdf]
[bibtex]
@InProceedings{Lenz_2025_ICCV, author = {Lenz, Isabella and Rong, Yu and Bliss, Daniel and Liss, Julie and Berisha, Visar}, title = {Witness Sensing for Verifying the Human Origin of Digital Media}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1619-1628} }

The Effect of Semantically Aligned Images for Deepfake Detection
Aritra Bandyopadhyay,
Tyme Chatupanyachotikul,
Jose Garcia,
Arijit Ghosh,
Karolina Hajkova,
Carlos Patiño,
Ivona Najdenkoska
[pdf]
[bibtex]
@InProceedings{Bandyopadhyay_2025_ICCV, author = {Bandyopadhyay, Aritra and Chatupanyachotikul, Tyme and Garcia, Jose and Ghosh, Arijit and Hajkova, Karolina and Pati\~no, Carlos and Najdenkoska, Ivona}, title = {The Effect of Semantically Aligned Images for Deepfake Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1629-1638} }

CustomMark: Customization of Diffusion Models for Proactive Attribution
Vishal Asnani,
John Collomosse,
Xiaoming Liu,
Shruti Agarwal
[pdf] [supp]
[bibtex]
@InProceedings{Asnani_2025_ICCV, author = {Asnani, Vishal and Collomosse, John and Liu, Xiaoming and Agarwal, Shruti}, title = {CustomMark: Customization of Diffusion Models for Proactive Attribution}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1512-1522} }

Is JPEG AI going to change image forensics?
Edoardo Daniele Cannas,
Sara Mandelli,
Natasa Popovic,
Ayman Alkhateeb,
Alessandro Gnutti,
Paolo Bestagini,
Stefano Tubaro
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Cannas_2025_ICCV, author = {Cannas, Edoardo Daniele and Mandelli, Sara and Popovic, Natasa and Alkhateeb, Ayman and Gnutti, Alessandro and Bestagini, Paolo and Tubaro, Stefano}, title = {Is JPEG AI going to change image forensics?}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1564-1575} }

Adversarial Reality for Evading Deepfake Image Detectors
Umur Aybars Ciftci,
Nicholas Solar,
Emily Greene,
Sophie Riley Saremsky,
Ilke Demir
[pdf]
[bibtex]
@InProceedings{Ciftci_2025_ICCV, author = {Ciftci, Umur Aybars and Solar, Nicholas and Greene, Emily and Saremsky, Sophie Riley and Demir, Ilke}, title = {Adversarial Reality for Evading Deepfake Image Detectors}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1607-1618} }

CatAID: Category-Guided AI-Generated Image Detection via Vision-Language Model Adaptation
Yu Cai,
Shan Jia,
Jiahe Tian,
Jiao Dai,
Jizhong Han,
Siwei Lyu
[pdf]
[bibtex]
@InProceedings{Cai_2025_ICCV, author = {Cai, Yu and Jia, Shan and Tian, Jiahe and Dai, Jiao and Han, Jizhong and Lyu, Siwei}, title = {CatAID: Category-Guided AI-Generated Image Detection via Vision-Language Model Adaptation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1553-1563} }

MultiNeRF: Multiple Watermark Embedding for Neural Radiance Fields
Yash Kulthe,
Andrew Gilbert,
John Collomosse
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kulthe_2025_ICCV, author = {Kulthe, Yash and Gilbert, Andrew and Collomosse, John}, title = {MultiNeRF: Multiple Watermark Embedding for Neural Radiance Fields}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1523-1532} }

FreqPure: a High-frequency Preservation Diffusion-based Purification Method for Protective Perturbation Removal
Yan Ju,
Hongfei Xue,
Siwei Lyu
[pdf]
[bibtex]
@InProceedings{Ju_2025_ICCV, author = {Ju, Yan and Xue, Hongfei and Lyu, Siwei}, title = {FreqPure: a High-frequency Preservation Diffusion-based Purification Method for Protective Perturbation Removal}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1533-1542} }

SHEILD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks
Kutub Uddin,
Awais Khan,
Muhammad Umar Farooq,
Khalid Mahmood Malik
[pdf]
[bibtex]
@InProceedings{Uddin_2025_ICCV, author = {Uddin, Kutub and Khan, Awais and Farooq, Muhammad Umar and Malik, Khalid Mahmood}, title = {SHEILD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1502-1511} }

PIA: Deepfake Detection Using Phoneme-Temporal and Identity-Dynamic Analysis
Soumyya Kanti Datta,
Tanvi Ranga,
Chengzhe Sun,
Siwei Lyu
[pdf] [arXiv]
[bibtex]
@InProceedings{Datta_2025_ICCV, author = {Datta, Soumyya Kanti and Ranga, Tanvi and Sun, Chengzhe and Lyu, Siwei}, title = {PIA: Deepfake Detection Using Phoneme-Temporal and Identity-Dynamic Analysis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1596-1606} }

Explainable AI-Generated Image Forensics: A Low-Resolution Perspective with Novel Artifact Taxonomy
Kaustubh Sharma
[pdf]
[bibtex]
@InProceedings{Sharma_2025_ICCV, author = {Sharma, Kaustubh}, title = {Explainable AI-Generated Image Forensics: A Low-Resolution Perspective with Novel Artifact Taxonomy}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {1576-1585} }