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...

Descrición completa

Detalles Bibliográficos

Principais autores:	Aya A. Mostafa, Fernando Perez-Gonzalez, Miguel Masciopinto
Formato:	Artigo
Idioma:	Inglês
Publicado:	IEEE 2025-01-01
Series:	IEEE Access
Assuntos:	Deep models black-box dataset bias confirmation bias media forensics source camera identification
Acceso en liña:	https://ieeexplore.ieee.org/document/10975061/
Tags:	Engadir etiqueta Sen Etiquetas, Sexa o primeiro en etiquetar este rexistro!