Unraveling the Black Box: Interpreting CNNs for Leaf Disease Detection through Model Analysis and Feature Importance

Author:

Ghazouani Haythem1,Barhoumi Walid1,Jeon Gwanggil2,Zagrouba Ezzeddine1

Affiliation:

1. Université de Tunis El Manar,LR16ES06 Laboratoire de Recherche en Informatique, Modélisation et Traitement de l’Information et de la Connaissance (LIMTIC),Institut Supérieur d’Informatique d’El Manar, Research Team on Intelligent Systems in Imaging and Artificial Vision (SIIVA),Tunisia

2. Shandong University of Technology,School of Electrical and Electronic Engineering,Zibo,China

Publisher

IEEE

Reference16 articles.

1. "Why Should I Trust You?"

2. Smoothgrad: Removing noise by adding noise;smilkov;Proceedings of the International Conference on Machine Learning (ICML) Workshop on Visualization for Deep Learning,2017

3. A unified approach to interpreting model predictions;lundberg;Advances in neural information processing systems,2017

4. Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

5. Plant disease identification using explainable 3D deep learning on hyperspectral images

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