---
license: mit
library_name: ultralytics
pipeline_tag: image-classification
tags:
  - agriculture
  - bangladesh
  - crop-disease
  - tflite
  - yolo26
  - on-device
  - chashibhai
language:
  - bn
  - en
---

# ChashiBhAI On-Device Disease Classifiers (suite index)

**Author:** [Shaq2](https://huggingface.co/Shaq2) (Shakil Ahmed)  
**Collection:** [ChashiBhAI on-device disease classifiers](https://huggingface.co/collections/Shaq2/chashibhai-on-device-disease-classifiers)

This repository is the **suite landing page**. Each crop is published as its own model (Hub convention: one model card, one artifact set, independent versioning).

| Model | Classes | TFLite | Preprocess vs `.pt` | Role in app |
|---|---|---|---|---|
| [chashibhai-rice-disease-cls](https://huggingface.co/Shaq2/chashibhai-rice-disease-cls) | 8 | ~3.1 MB | Verified (variant C, 100% top-1) | **Bundled in APK** — demo primary |
| [chashibhai-brassica-disease-cls](https://huggingface.co/Shaq2/chashibhai-brassica-disease-cls) | 11 | ~10.9 MB | Verified | Model Manager download |
| [chashibhai-corn-disease-cls](https://huggingface.co/Shaq2/chashibhai-corn-disease-cls) | 4 | ~10.9 MB | Verified | Model Manager download |

This folder still hosts a **combined snapshot** under `tflite/` and `pytorch/` for a single-click download of the whole pack. Prefer the per-crop repos for citation and app wiring.

## Validation

Independent test on a **separate machine** (August 2026) confirmed all three TFLite exports load and classify correctly with variant-C preprocessing. Corn is no longer a research preview.

## Contract (all three)

- YOLO26-cls, `nms: false`, softmaxed `[1, nClasses]`
- Preprocess **variant C**: shortest-side resize → centre-crop → `/255.0` RGB NHWC
- `labels.json` is canonical (never hardcode class names or preprocess)

## What this is not

KrishokChat LLM, RAG, and extra `.pt` packs belong to [RaiyanKhaan/KrishokChat-Advisory-System](https://huggingface.co/RaiyanKhaan/KrishokChat-Advisory-System) (arXiv:2606.29243). Those are cited, not claimed.

## App

ChashiBhAI — Expo React Native, Bangla-first, on-device diagnosis.  
Code: [GitHub](https://github.com/MRSHAKILS/AI-Powered-Smart-Agriculture-Advisory-Platform-for-Bangladesh)

## License

MIT. See `LICENSE` and `NOTICE.md`.