Author

J. Rani

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Jul 2026

Cross-Modal Apple Disease Recognition: Enhancing Apple Leaf Disease Detection Through Vision–Language Feature Alignment

A lightweight cross-modal apple disease recognition (CM-ADR) approach that co-integrates visual and textual representations for the fine-grained classification of apple leaf diseases and proves that semantically guided textual descriptions greatly help fine-grained disease identification and improve model explainabilit...

Vinay Gautam, J. Rani · Applied Fruit Science · 1 citation

Open access Jul 2026

Comprehensive plant disease classification and severity estimation for sustainable farming via automatic segmentation and multi-scale feature fusion.

A new Multi-Scale Feature Fusion (MSFF) model that can offer robust and highly accurate performance in identifying plant leaf diseases and is superior to several state-of-the-art deep learning and classical machine learning methods is presented.

Vinay Gautam, Gaganpreet Kaur, J. Rani et al. · BMC Plant Biology · 0 citations