Exploring the Pitfalls of Black Boxes in Media Forensics: A Case Study in Source Camera Identification

The increasing reliance on deep models as black-box solutions raises critical concerns, particularly in media forensics, where explainability and robustness are essential. These models often fail to address biases in experimental design, potentially yielding misleading conclusions. To combat these r...

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Autors principals:	Aya A. Mostafa, Fernando Perez-Gonzalez, Miguel Masciopinto
Format:	Artigo
Idioma:	Inglês
Publicat:	IEEE 2025-01-01
Col·lecció:	IEEE Access
Matèries:	Deep models black-box dataset bias confirmation bias media forensics source camera identification
Accés en línia:	https://ieeexplore.ieee.org/document/10975061/
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