IP102: A Large-Scale Benchmark Dataset for Insect Pest Recognition

Overview of Agricultural Crop Pest and Disease Datasets

1. IP102: A Large‑Scale Benchmark Dataset for Insect Pest Recognition

• Download: https://drive.google.com/drive/folders/1svFSy2Da3cVMvekBwe13mzyx38XZ9xWo?usp=sharing
• Description: Over 75,000 images, 102 classes.
• Classes: 1–102, with detailed pest names listed.

2. PlantVillage

• Download: https://data.mendeley.com/datasets/tywbtsjrjv/1
• Description: 54,303 images of healthy and diseased leaves, 38 classes by species and disease.
• Task: Classification with example images and annotations.

3. Citrus Pest Benchmark

• Download: https://github.com/edsonbollis/Citrus-Pest-Benchmark
• Description: 10,816 multi‑class images, 7 categories, detailed mite counts.
• Task: Image and class examples provided.

4. SAUTAG

• Download: https://github.com/SAUTEG/version_1.0
• Description: Directory structure includes crop species, pest names, disease Latin names, and storage format.
• Task: Quick model training using pre‑designed dataset.

5. PestDataset

• Download: https://github.com/FelipeVein/PestDataset
• Description: 1,036 multi‑class images, 9 categories.
• Task: Image and annotation examples.

6. pest-dataset (10 classes)

• Download: https://sejonguniversity‑my.sharepoint.com/:f:/g/personal/hanxiang_sju_ac_kr/EvrsNaKE_DZBgcHNG7fbQWgB0432dI0B7YfzzDUgEWEKCw
• Description: 5,869 multi‑class images, 10 categories.
• Task: Image examples and class list.

7. AI CHALLENGER – Plant Disease Recognition

• Download: https://pan.baidu.com/s/1TH9qL7Wded2Qiz03wHTDLw
• Description: Training and validation sets contain healthy samples of 10 crops and 27 disease samples; test set includes the same crops.
• Task: Image examples and class list.

8. Rice Leaf Diseases Data Set

• Download: https://archive.ics.uci.edu/ml/machine-learning-databases/00486/
• Description: 120 images, three diseases (bacterial leaf blight, brown spot, leaf blast), 40 images each.
• Task: Image examples.

9. Plant Leaves

• Download: https://data.mendeley.com/datasets/hb74ynkjcn/1
• Description: 4,502 images of healthy and diseased leaves, 22 categories by species and health status.
• Task: Image examples and class list.

10. Plantae_k

• Download: https://data.mendeley.com/datasets/hb74ynkjcn/1
• Description: 2,153 images of healthy and diseased leaves, 16 categories.
• Task: Image examples and class list.

11. A Database of Eight Common Tomato Pest Images

• Download: https://data.mendeley.com/datasets/s62zm6djd2/1
• Description: Images of eight common tomato pests: Tetranychus urticae, Bemisia argentifolii, Zeugodacus cucurbitae, Thrips palmi, Myzus persicae, Spodoptera litura, Spodoptera exigua, Helicoverpa armigera.
• Task: Image examples and class list.

12. Forestry Harmful Organism Classification Dataset

• Download: https://aistudio.baidu.com/aistudio/datasetdetail/105865
• Description: ~2,000 images of 99 insect species (e.g., black cicada, locust, Mongolian cold cicada), balanced across categories.
• Task: Image examples.

13. Huazhong Agricultural University Bug and Fruit Bug Dataset

• Download: https://bj.bcebos.com/v1/ai‑studio‑online/df0ba590801145d59b8eccf67ba4a8d0ae817b734a524bbe93f0b0660345976c?responseContentDisposition=attachment%3B%20filename%3Dbug.zip&authorization=bce‑auth‑v1%2F0ef6765c1e494918bc0d4c3ca3e5c6d1%2F2021‑07‑17T13%3A17%3A05Z%2F-1%2F%2F209af583f99889481166a34da9f36969200220b58335fadcbffb3f84b82d768b
• Description: Bug and fruit bug images, 8,333 total, balanced across species.
• Task: Image and annotation examples.

14. Chinese Academy of Sciences Crop Pest Sample Dataset

• Download: https://aistudio.baidu.com/aistudio/datasetdetail/57324
• Description: 127 images, limited sample size.
• Task: Image examples and directory structure.

15. Mango Farm Pest Classification Dataset (Indonesia)

• Download: https://md‑datasets‑cache‑zipfiles‑prod.s3.eu‑west‑1.amazonaws.com/94jf97jzc8-1.zip
• Description: 510 images of 15 pest classes on mango leaves, plus 6 months of raw leaf appearance (16 classes). Data augmentation yields 62,047 samples.
• Task: Image examples and directory structure.

16. ZIZANIA AND APPLE IMAGE DATASET

• Download: https://ieee‑dataport.org/documents/zizania-and-apple-image-dataset#files
• Description: 4,900 Zizania images (2,648 high‑quality, 2,252 defective) and apple images classified into four size/quality categories.
• Task: Image examples.

17. Flavia

• Download: https://sourceforge.net/projects/flavia/files/Standard%20Leaf%20Images/0.1/standardleaves.tar.bz2/download
• Description: Approximately 600 leaf images across 33 classes.
• Task: Image examples and directory structure.