Author

S. Belhaouari

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Preprint Sep 2026

MirrorDistill: Illumination-Aware Latent Distillation for Efficient Low-Light Restoration

Low-light image enhancement (LLIE) is an im- portant component of visual sensing systems operating under degraded illumination, including nighttime surveillance, au- tonomous navigation, remote sensing, and inspection in poorly lit industrial environments. Most LLIE methods rely on output- level reconstruction losses t...

Farida Mohsen, Tala Zaim, Nurul Izni Rusli et al. · 0 citations

Open access 2026

Stable Latent Anchoring for Enhanced Anomaly Detection in Convolutional Autoencoders

A convolutional autoencoder (CAE) framework with a dual-term loss that combines reconstruction accuracy with a latent anchoring mechanism, encouraging latent representations to align toward a reference vector can achieve competitive performance compared to more complex models while maintaining simplicity and ease of de...

Ines Abbes, Ashhadul Islam, O. Bouhali et al. · IEEE Access · 0 citations