Data for: Identification of Plant Leaf Diseases Using a 9-layer Deep Convolutional Neural Network

Published: 18 Apr 2019 | Version 1 | DOI: 10.17632/tywbtsjrjv.1

Description of this data

In this data-set, 39 different classes of plant leaf and background images are available. The data-set containing 61,486 images. We used six different augmentation techniques for increasing the data-set size. The techniques are image flipping, Gamma correction, noise injection, PCA color augmentation, rotation, and Scaling.

The classes are,
1.Apple_scab
2.Apple_black_rot
3.Apple_cedar_apple_rust
4.Apple_healthy
5.Background_without_leaves
6.Blueberry_healthy
7.Cherry_powdery_mildew
8.Cherry_healthy
9.Corn_gray_leaf_spot
10.Corn_common_rust
11.Corn_northern_leaf_blight
12.Corn_healthy
13.Grape_black_rot
14.Grape_black_measles
15.Grape_leaf_blight
16.Grape_healthy
17.Orange_haunglongbing
18.Peach_bacterial_spot
19.Peach_healthy
20.Pepper_bacterial_spot
21.Pepper_healthy
22.Potato_early_blight
23.Potato_healthy
24.Potato_late_blight
25.Raspberry_healthy
26.Soybean_healthy
27.Squash_powdery_mildew
28.Strawberry_healthy
29.Strawberry_leaf_scorch
30.Tomato_bacterial_spot
31.Tomato_early_blight
32.Tomato_healthy
33.Tomato_late_blight
34.Tomato_leaf_mold
35.Tomato_septoria_leaf_spot
36.Tomato_spider_mites_two-spotted_spider_mite
37.Tomato_target_spot
38.Tomato_mosaic_virus
39.Tomato_yellow_leaf_curl_virus

Experiment data files

This data is associated with the following publication:

Identification of plant leaf diseases using a nine-layer deep convolutional neural network

Published in: Computers and Electrical Engineering

Latest version

  • Version 1

    2019-04-18

    Published: 2019-04-18

    DOI: 10.17632/tywbtsjrjv.1

    Cite this dataset

    J, ARUN PANDIAN; GOPAL, GEETHARAMANI (2019), “Data for: Identification of Plant Leaf Diseases Using a 9-layer Deep Convolutional Neural Network”, Mendeley Data, v1 http://dx.doi.org/10.17632/tywbtsjrjv.1

Statistics

Views: 263
Downloads: 59

Categories

Fungal Diseases in Plant, Bacterial Diseases in Plant, Plant Diseases, Deep Learning

Licence

CC0 1.0 Learn more

The files associated with this dataset are licensed under a Public Domain Dedication licence.

What does this mean?

You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission.

Report