Grapevine Leaf Variety & Disease Dataset (GLVD) (Compiled Dataset)

Overview

This repository provides a compiled and standardized image dataset for two related tasks:

1. Grapevine leaf variety (cultivar) recognition (leaf-only images)

2. Grapevine leaf disease classification (disease/health condition images)

The dataset was compiled, cleaned, unified in label space, and split into train/validation/test partitions to reproduce and re-express the experimental results reported in the manuscript:

Explainable AI-Based Two-Stage Swin Transformer for Grapevine Leaf Variety Recognition and Disease Classification
Syed Taimoor Hussain Shah, Syed Adil Hussain Shah, Silvia Godio, Karim Kassem, Shahzad Ahmad Qureshi, Syed Bilal Hussain, and Marco Agostino Deriu

This release supports reproducibility, benchmarking, and explainable AI (XAI) analysis using the same label definitions and dataset splits described in the manuscript.

Authors and Affiliations (Manuscript)

1. PolitoBIOMed Lab, Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Turin 10129, Italy

2. Department of Research and Development (R&D), GPI SpA, Trento 38123, Italy

3. Centro Medico Santagostino, Milan, Italy

4. Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Islamabad 45650, Pakistan

5. School of Agriculture and Food Science, University College Dublin, Dublin 4, Ireland

Dataset Sources and Acknowledgements (Original Creators)

This compiled dataset is derived from the following publicly available datasets. All credit belongs to the original dataset creators/maintainers, and we sincerely thank them for making the data accessible to the community:

1. Grapevine Leaves Image Dataset (Kaggle)
   Ak, Ala Idris, Büzgülü, Dimnit and Nazli grapevine leaves
   https://www.kaggle.com/datasets/muratkokludataset/grapevine-leaves-image-dataset

2. Grapevine Leaves (Kaggle)
   Leaf photos of 11 Vitis vinifera varieties
   https://www.kaggle.com/datasets/maximvlah/grapevine-leaves

3. Grape400 Dataset (Kaggle)
   https://www.kaggle.com/datasets/nirmalsankalana/grape400-dataset

4. Niphad Grape Leaf Disease Dataset (NGLD) (Mendeley Data)
   DOI: 10.17632/8nnd2ypcv3.4 (Version 4; Pu

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