Author

G. Sannino

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Open access Sep 2026

Concept-Bottleneck Models with Expert-Discovered Versus Automatically-Discovered Concepts: A Comparative Study on Fine-Grained Fungal Classification

Interpretable-by-design architectures, such as Concept-Bottleneck Models (CBMs), are essential for trustworthy AI under regulations like the EU AI Act. While classical CBMs rely on costly expert labels, recent automated methods use vision–language models for concept discovery. However, whether automation preserves inte...

Vincenzo Bevilacqua, A. Di Marino, A. Ciaramella et al. · Applied Sciences · 0 citations

Open access Aug 2026

Cotton Leaf Disease Detection via Dual-Backbone CNN-Transformer Fusion with Quantitative XAI Comparison

This study demonstrates that simple feature concatenation between dual backbones (CNN + Transformer) is highly effective for cotton leaf disease detection and provides a benchmark for XAI method selection in plant pathology.

Naeem Ullah, I. De Falco, G. Sannino · Electronics · 1 citation