Multi-Fruit Leaf Image Dataset: Guava, Jackfruit, Mango, and Olive

This dataset presents a high-quality and visually diverse collection of multi-fruit leaf images, including Guava (Psidium guajava), Jackfruit (Artocarpus heterophyllus), Mango (Mangifera indica), and Olive (Olea europaea) leaves, captured in real agricultural environments across Rajbari, Savar, Ashulia, and Dhaka. The dataset encompasses a wide range of leaf conditions, representing healthy leaves, multiple disease categories, pest-induced damage, senescence, and different growth stages, ensuring comprehensive coverage of fruit plant health variations. Each leaf image is carefully categorized into well-defined classes based on fruit type and leaf condition, and the dataset is accompanied by a structured CSV metadata file containing image filenames, class labels, and collection location information. The images reflect real-world field variability, including differences in lighting conditions, backgrounds, leaf textures, and orientations. Designed for machine learning and deep learning applications, this dataset supports tasks such as leaf disease detection, multi-class classification, growth-stage recognition, and intelligent crop health monitoring. It serves as a valuable resource for precision agriculture, smart farming systems, and sustainable management of fruit crops.

Dataset Original Classes and Image Counts:
Guava _Defective:100 images
Guava _Healthy:131 images
Guava _Senescent:112 images
Jackfruit_Blight:134 images
Jackfruit_Dried:149 images
Jackfruit_Fungal_Spot:145 images
Jackfruit_Healthy:130 images
Jackfruit_Pest_Damage:135 images
Jackfruit_Senescent:138 images
Jackfruit_Young:143 images
Mango_Anthracnose:159 images
Mango_Healthy:166 images
Mango_Senescent:137 images
Olive_Healthy:118 images
Olive_Mild_Edge_Damage:121 images
Olive_Pest_Damage:82 images
Olive_Senescent_Spot:63 images
Olive_Young:145 images
Total Image: 2308

Dataset Augmented Classes and Image Counts:
Guava _Defective:1000 images
Guava _Healthy:1000 images
Guava _Senescent:1000 images
Jackfruit_Blight:1000 images
Jackfruit_Dried:1000 images
Jackfruit_Fungal_Spot:1000 images
Jackfruit_Healthy:1000 images
Jackfruit_Pest_Damage:1000 images
Jackfruit_Senescent:1000 images
Jackfruit_Young:1000 images
Mango_Anthracnose:1000 images
Mango_Healthy:1000 images
Mango_Senescent:1000 images
Olive_Healthy:1000 images
Olive_Mild_Edge_Damage:1000 images
Olive_Pest_Damage:1000 images
Olive_Senescent_Spot:1000 images
Olive_Young:1000 images
Total Image: 18,000

Image Details:
Original image resolution:3072 x 4096
Resized image resolution:512 x 512
Image format: JPG
Color mode: RGB
Collection device: Smartphone camera
Location: Rajbari, Savar, and Daffodil Smart City, Bangladesh