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Carlos Crispim-Junior

2 papers indexed

arxivcs.CV2026-07-01

Diffusion-Based Multi-Class Normality for OOD Detection: An Application to CDP Authentication

Bolutife Atoki, Iuliia Tkachenko, Bertrand Kerautret, Carlos Crispim-Junior

Reconstruction-based generative models offer a natural framework for unsupervised out-of-distribution (OOD) detection, but multi-class normality modelling requires a single detector to capture multiple in-distribution manifolds and produce comparable anomaly scores across classes…

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arxivcs.CV2026-06-26

Curriculum-guided Change Detection Training: Toward Accurate Serac Fall Monitoring

Arthur Dérédel, Carlos Crispim-Junior, Pierre Lemaire, Johan Berthet, Laure Tougne Rodet

Change Detection (CD) aims to identify semantic or structural changes from nearly registered multi-temporal images. While recent advances in training methodologies have largely focused on semi-supervised learning and consistency regularization, alternative training paradigms rema…

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