| --- |
| title: PlantField Classification |
| emoji: 🌿 |
| colorFrom: green |
| colorTo: blue |
| sdk: docker |
| app_port: 7860 |
| pinned: false |
| license: mit |
| --- |
| |
| # 🌿 PlantField - Lettuce Disease Detection API |
|
|
| Model klasifikasi penyakit selada menggunakan ResNet50 dengan pendekatan 2-Stage Classification. |
|
|
| ## Endpoint |
|
|
| ### `POST /classification` |
|
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| Upload gambar tanaman selada untuk mendapatkan hasil klasifikasi. |
|
|
| **Request:** |
| - `Content-Type: multipart/form-data` |
| - `file`: File gambar (JPEG, PNG, dll.) |
|
|
| **Response:** |
| ```json |
| { |
| "stage1_result": "Diseased", |
| "stage1_confidence": 0.9987, |
| "stage1_probabilities": { |
| "Healthy": 0.0013, |
| "Diseased": 0.9987 |
| }, |
| "stage2_result": "Downy Mildew", |
| "stage2_confidence": 0.9723, |
| "stage2_probabilities": { |
| "Downy Mildew": 0.9723, |
| "Powdery Mildew": 0.0134, |
| "Septoria Blight": 0.0098, |
| "Viral": 0.0045 |
| }, |
| "final_label": "Downy Mildew", |
| "final_confidence": 0.9723 |
| } |
| ``` |
|
|
| ## Kelas yang Dapat Diklasifikasi |
|
|
| - **Stage 1 (Binary):** Healthy, Diseased |
| - **Stage 2 (Multi-class):** Downy Mildew, Powdery Mildew, Septoria Blight, Viral |
|
|
