Update README.md

README.md

@@ -1,124 +1,132 @@
-<<<<<<< HEAD
-# AI-Powered Body Measurement & Apparel Sizing  
-
-This project is a **FastAPI-based AI system** that predicts **body measurements** and recommends **clothing sizes** using deep learning. It processes **front and side images**, removes backgrounds, and utilizes a trained **Keras model** for accurate predictions.  
-
----
-
-## 📌 Features  
-✅ AI-powered **body measurement estimation** using images.  
-✅ Automatic **background removal** for clean image processing.  
-✅ Deep learning-based **predictions** using a trained model.  
-✅ **FastAPI integration** for quick and efficient API responses.  
-
----
-
-
-## 🚀 Installation  
-
-To set up the project, follow these steps:  
-
-### **1️⃣ Clone the Repository**  
-```bash
-git clone https://github.com/CloozyBrands/AI-BodyMeasurement.git
-```
----
-### **2️⃣ Install Dependencies**  
-```bash
-pip install -r requirements.txt
-```
-
-### **3️⃣ Run the FastAPI Server**  
-```bash
-uvicorn app.main:app --reload
-```
-Then open **http://127.0.0.1:8000/docs** to test the API.
-
----
-
-## 🛠️ How It Works  
-
-### **1️⃣ Upload Images**  
-- The API accepts **two images**:  
-  - **Front view**
-  - **Side view**  
-
-### **2️⃣ AI-Based Processing**  
-- The images are processed using **`single_person_processor.py`**, which:  
-  ✅ Removes the background using `rembg`.  
-  ✅ Converts the images into a **model-compatible format**.  
-  ✅ Predicts **body measurements** like chest, waist, and height.  
-
-### **3️⃣ Clothing Size Prediction**  
-- Based on the body measurements, the system suggests a **T-shirt and pants size** using predefined **size charts**.
-
----
-
-## 🔍 API Endpoints  
-
-### **1️⃣ `/predict/` (POST) - Predict Body Measurements**  
-📌 **Example Request:**  
-```http
-POST /predict/
-```
-
-📌 **Request Parameters:**  
-| Parameter     | Type   | Description |
-|---------------|--------|-------------|
-| `front_image` | File   | Front view image (JPEG/PNG) |
-| `side_image`  | File   | Side view image (JPEG/PNG) |
-| `input_data`  | JSON   | User data (height, weight, gender) |
-
-📌 **Example JSON Payload:**  
-```json
-{
-  "gender": 0, 
-  "height_cm": 175, 
-  "weight_kg": 70, 
-  "apparel_type": "all"
-}
-```
-
-📌 **Example Response:**  
-```json
-{
-  "results": {
-    "body_measurements": {
-      "chest": 100.5,
-      "waist": 80.2,
-      "hip": 97.3
-    },
-    "tshirt_size": "L",
-    "pants_size": 34
-  }
-}
-```
-
----
-
-## 🎯 Model & AI Processing  
-
-📌 The model used in this project is a **TensorFlow/Keras** model stored as `best_model.keras`.  
-📌 The AI processing is handled inside **`single_person_processor.py`**, which:  
-- Loads the trained model using `tf.keras.models.load_model`.  
-- Extracts measurements based on input images.  
-- Maps the measurements to standard clothing sizes.  
-
----
-
-## 📜 License  
-
-This project is licensed under the **MIT License** – feel free to modify and use it.  
-
----
-
-## 🤝 Contributing  
-
-1. Fork the repository  
-2. Create a new branch  
-3. Make your changes  
-4. Submit a pull request  
-
-We welcome contributions and improvements! 🚀  
-```
->>>>>>> 4e80050 (FastAPI model for size recommendation)
+---
+title: FastAPI Model
+sdk: docker
+emoji: 🚀
+colorFrom: blue
+colorTo: purple
+pinned: false
+---
+<<<<<<< HEAD
+# AI-Powered Body Measurement & Apparel Sizing  
+
+This project is a **FastAPI-based AI system** that predicts **body measurements** and recommends **clothing sizes** using deep learning. It processes **front and side images**, removes backgrounds, and utilizes a trained **Keras model** for accurate predictions.  
+
+---
+
+## 📌 Features  
+✅ AI-powered **body measurement estimation** using images.  
+✅ Automatic **background removal** for clean image processing.  
+✅ Deep learning-based **predictions** using a trained model.  
+✅ **FastAPI integration** for quick and efficient API responses.  
+
+---
+
+
+## 🚀 Installation  
+
+To set up the project, follow these steps:  
+
+### **1️⃣ Clone the Repository**  
+```bash
+git clone https://github.com/CloozyBrands/AI-BodyMeasurement.git
+```
+---
+### **2️⃣ Install Dependencies**  
+```bash
+pip install -r requirements.txt
+```
+
+### **3️⃣ Run the FastAPI Server**  
+```bash
+uvicorn app.main:app --reload
+```
+Then open **http://127.0.0.1:8000/docs** to test the API.
+
+---
+
+## 🛠️ How It Works  
+
+### **1️⃣ Upload Images**  
+- The API accepts **two images**:  
+  - **Front view**
+  - **Side view**  
+
+### **2️⃣ AI-Based Processing**  
+- The images are processed using **`single_person_processor.py`**, which:  
+  ✅ Removes the background using `rembg`.  
+  ✅ Converts the images into a **model-compatible format**.  
+  ✅ Predicts **body measurements** like chest, waist, and height.  
+
+### **3️⃣ Clothing Size Prediction**  
+- Based on the body measurements, the system suggests a **T-shirt and pants size** using predefined **size charts**.
+
+---
+
+## 🔍 API Endpoints  
+
+### **1️⃣ `/predict/` (POST) - Predict Body Measurements**  
+📌 **Example Request:**  
+```http
+POST /predict/
+```
+
+📌 **Request Parameters:**  
+| Parameter     | Type   | Description |
+|---------------|--------|-------------|
+| `front_image` | File   | Front view image (JPEG/PNG) |
+| `side_image`  | File   | Side view image (JPEG/PNG) |
+| `input_data`  | JSON   | User data (height, weight, gender) |
+
+📌 **Example JSON Payload:**  
+```json
+{
+  "gender": 0, 
+  "height_cm": 175, 
+  "weight_kg": 70, 
+  "apparel_type": "all"
+}
+```
+
+📌 **Example Response:**  
+```json
+{
+  "results": {
+    "body_measurements": {
+      "chest": 100.5,
+      "waist": 80.2,
+      "hip": 97.3
+    },
+    "tshirt_size": "L",
+    "pants_size": 34
+  }
+}
+```
+
+---
+
+## 🎯 Model & AI Processing  
+
+📌 The model used in this project is a **TensorFlow/Keras** model stored as `best_model.keras`.  
+📌 The AI processing is handled inside **`single_person_processor.py`**, which:  
+- Loads the trained model using `tf.keras.models.load_model`.  
+- Extracts measurements based on input images.  
+- Maps the measurements to standard clothing sizes.  
+
+---
+
+## 📜 License  
+
+This project is licensed under the **MIT License** – feel free to modify and use it.  
+
+---
+
+## 🤝 Contributing  
+
+1. Fork the repository  
+2. Create a new branch  
+3. Make your changes  
+4. Submit a pull request  
+
+We welcome contributions and improvements! 🚀  
+```
+>>>>>>> 4e80050 (FastAPI model for size recommendation)