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🌿 SAGE: Scalable Agentic Grounded Evaluation for Crop Disease Diagnosis
Paper: SAGE — NeurIPS 2025 Authors: Muhammad Arbab Arshad*, Tirtho Roy*, Yanben Shen, Dinakaran Elango, Shivani Chiranjeevi, Asheesh K. Singh, Baskar Ganapathysubramanian, Chinmay Hegde, Arti Singh, Soumik Sarkar Affiliation: Iowa State University & New York University GitHub: tirtho149/SAGE
📊 Dataset at a Glance
| Attribute | Value |
|---|---|
| 🖼️ Total Images | ~473 |
| 🌾 Total Crops | 335 |
| 🦠 Disease Classes | 548 |
| 📁 Format | ZIP per class (JPEG images) |
| 📏 Total Size | ~123 GB |
| 🔓 License | MIT |
🔍 Sneak Peek — Soybean, Corn & Mango
| Crop | Disease Class | Images |
|---|---|---|
| 🌿 Soybean | Soybean |
0 |
| 🌿 Corn | Corn |
0 |
| 🌿 Mango | Mango |
0 |
🚀 Quick Start
from huggingface_hub import snapshot_download
# Download full dataset (~123 GB)
snapshot_download(
repo_id = "tirtho149/scs_lab_sage",
repo_type = "dataset",
local_dir = "./SAGE_dataset"
)
# Download a single class
from huggingface_hub import hf_hub_download
import zipfile
cls = "Soybean_Bacterial_Pustule" # any class name
path = hf_hub_download(
repo_id = "tirtho149/scs_lab_sage",
filename = f"data/{cls}.zip",
repo_type = "dataset"
)
with zipfile.ZipFile(path) as z:
z.extractall(f"./{cls}/")
print(f"✅ Extracted {cls}")
📁 All Classes (sample)
| Class Name | Image Count |
|---|---|
Abortive_Entoloma |
16 |
Acacia |
0 |
Agapanthus |
0 |
Alder |
0 |
Alderleaf_Buckthorn |
0 |
Alfalfa |
0 |
Almond |
0 |
Alpinia |
0 |
Alumroot |
0 |
Amaryllis |
0 |
American_Basswood |
0 |
American_Bittersweet |
0 |
American_Boxwood |
0 |
American_Chestnut |
0 |
American_Holly |
0 |
American_Pistachio |
0 |
American_Sycamore |
0 |
Anemone |
0 |
Apple |
0 |
Apple-Of-Peru |
0 |
| ... 528 more classes | — |
Full dataset: 548 disease classes across 335 crops
🗂️ Repository Structure
tirtho149/scs_lab_sage/
└── data/
├── Soybean_Bacterial_Pustule.zip
├── Corn_Gray_Leaf_Spot.zip
├── Mango_Anthracnose.zip
├── ...
└── 548 class zip files total
📜 Citation
@article{sage2025,
title = {SAGE: Scalable Agentic Grounded Evaluation for Crop Disease Diagnosis},
author = {Arshad, Muhammad Arbab and Roy, Tirtho and Shen, Yanben and
Elango, Dinakaran and Chiranjeevi, Shivani and Singh, Asheesh K. and
Ganapathysubramanian, Baskar and Hegde, Chinmay and
Singh, Arti and Sarkar, Soumik},
journal = {NeurIPS},
year = {2025},
url = {https://github.com/tirtho149/SAGE}
}
📬 Contact
Open a Discussion
or email: soumiks@iastate.edu (Corresponding author)
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