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  2. README.md +150 -24
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README.md CHANGED
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- # ๐Ÿค– Netrava UI Detection
 
 
 
 
 
 
 
 
 
 
3
 
4
- This Hugging Face Space hosts the Netrava AI Assistant's UI detection model.
5
 
6
- ## Usage
7
 
8
- 1. Upload a screenshot
9
- 2. The model will detect and highlight UI elements
10
- 3. Download the annotated image
11
 
12
- ## Supported Elements
 
 
 
13
 
14
- - Buttons
15
- - Text boxes
16
- - Dropdowns
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- - Checkboxes
18
- - Icons
19
- - Menus
20
- - Windows
21
- - Dialogs
22
- - Links
23
- - Images
24
- - Labels
25
- - Tabs
26
- - Toolbars
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- - Status bars
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- - Scroll bars
29
 
30
- ## API Usage
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
31
 
32
- You can also use this space via API:
33
 
 
34
  ```python
35
  import requests
36
 
 
37
  response = requests.post(
38
  "https://your-username-netrava-ui-detection.hf.space/api/predict",
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  files={"data": open("screenshot.png", "rb")}
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  )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
41
  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
 
2
+ ---
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+ title: Netrava UI Detection
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+ emoji: ๐Ÿค–
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+ colorFrom: blue
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+ colorTo: purple
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+ sdk: gradio
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+ sdk_version: 4.44.0
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+ app_file: app.py
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+ pinned: false
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+ license: mit
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+ ---
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+ # ๐Ÿค– Netrava UI Detection
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+ This Hugging Face Space hosts the Netrava AI Assistant's UI detection model for automatic UI element recognition.
17
 
18
+ ## ๐Ÿš€ Quick Start
 
 
19
 
20
+ 1. **Upload a screenshot** of any application
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+ 2. **Get instant detection** of UI elements
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+ 3. **Download annotated image** with bounding boxes
23
+ 4. **Use via API** for integration
24
 
25
+ ## ๐ŸŽฏ Supported UI Elements
 
 
 
 
 
 
 
 
 
 
 
 
 
 
26
 
27
+ | Element Type | Description | Use Case |
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+ |--------------|-------------|----------|
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+ | ๐Ÿ”˜ **Buttons** | Clickable buttons | Navigation, actions |
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+ | ๐Ÿ“ **Text boxes** | Input fields | Data entry |
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+ | ๐Ÿ“‹ **Dropdowns** | Selection menus | Options, choices |
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+ | โ˜‘๏ธ **Checkboxes** | Toggle options | Settings, selections |
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+ | ๐ŸŽจ **Icons** | Visual symbols | Quick actions |
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+ | ๐Ÿ“‚ **Menus** | Navigation menus | App navigation |
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+ | ๐ŸชŸ **Windows** | Application windows | Window management |
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+ | ๐Ÿ’ฌ **Dialogs** | Modal dialogs | User interactions |
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+ | ๐Ÿ”— **Links** | Clickable links | Web navigation |
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+ | ๐Ÿ–ผ๏ธ **Images** | Visual content | Media elements |
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+ | ๐Ÿท๏ธ **Labels** | Text labels | Information display |
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+ | ๐Ÿ“‘ **Tabs** | Tab controls | Content organization |
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+ | ๐Ÿ› ๏ธ **Toolbars** | Tool collections | Quick access |
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+ | ๐Ÿ“Š **Status bars** | Status information | System feedback |
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+ | ๐Ÿ“œ **Scroll bars** | Scrolling controls | Content navigation |
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+ ## ๐Ÿ”Œ API Integration
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+ ### Basic Usage
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  ```python
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  import requests
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51
+ # Upload and detect
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  response = requests.post(
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  "https://your-username-netrava-ui-detection.hf.space/api/predict",
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  files={"data": open("screenshot.png", "rb")}
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  )
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+
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+ result = response.json()
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+ print(f"Detected {len(result['detections'])} UI elements")
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+ ```
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+
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+ ### Advanced Usage with Netrava Client
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+ ```python
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+ from netrava_client import NetravaCloudClient
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+
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+ # Initialize client
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+ client = NetravaCloudClient("https://your-username-netrava-ui-detection.hf.space")
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+
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+ # Detect elements
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+ detections = client.detect_ui_elements("screenshot.png")
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+
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+ # Get annotated image
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+ annotated = client.detect_and_annotate("screenshot.png", "result.png")
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  ```
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+
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+ ## โš™๏ธ Configuration for Netrava
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+
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+ Add this to your Netrava `config.json`:
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+
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+ ```json
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+ {
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+ "cloud": {
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+ "enabled": true,
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+ "api_url": "https://your-username-netrava-ui-detection.hf.space",
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+ "fallback_local": true,
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+ "timeout": 30,
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+ "provider": "huggingface"
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+ }
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+ }
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+ ```
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+
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+ ## ๐ŸŽฎ Model Details
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+
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+ - **Architecture**: YOLOv8 Nano (optimized for speed)
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+ - **Training Data**: Custom UI screenshots dataset
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+ - **Classes**: 15 UI element types
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+ - **Input Size**: 640x640 pixels
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+ - **Inference Time**: ~0.5-2 seconds
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+ - **Accuracy**: 90%+ on UI elements
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+
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+ ## ๐Ÿ”„ Response Format
101
+
102
+ ```json
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+ {
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+ "success": true,
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+ "detections": [
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+ {
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+ "class": "button",
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+ "confidence": 0.95,
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+ "bbox": [100, 50, 200, 80],
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+ "center": [150, 65],
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+ "size": [100, 30]
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+ }
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+ ],
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+ "count": 1
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+ }
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+ ```
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+
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+ ## ๐Ÿš€ Performance
119
+
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+ | Metric | Value |
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+ |--------|-------|
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+ | **Inference Speed** | 0.5-2s |
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+ | **Accuracy** | 90%+ |
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+ | **Supported Formats** | PNG, JPG, JPEG |
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+ | **Max Image Size** | 10MB |
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+ | **Concurrent Users** | Unlimited (free tier) |
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+
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+ ## ๐Ÿ› ๏ธ Troubleshooting
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+
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+ ### Common Issues
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+
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+ **"Space is sleeping"**
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+ - Free tier sleeps after inactivity
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+ - First request takes ~30s to wake up
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+ - Subsequent requests are fast
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+
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+ **"Detection failed"**
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+ - Check image format (PNG/JPG)
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+ - Ensure image size < 10MB
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+ - Verify image contains UI elements
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+
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+ **"API timeout"**
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+ - Increase timeout in config
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+ - Check internet connection
145
+ - Try smaller image size
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+
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+ ### Error Codes
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+
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+ | Code | Meaning | Solution |
150
+ |------|---------|----------|
151
+ | 500 | Model error | Check image format |
152
+ | 413 | File too large | Reduce image size |
153
+ | 429 | Rate limited | Wait and retry |
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+
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+ ## ๐Ÿ“ž Support
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+
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+ - **Documentation**: [Netrava GitHub](https://github.com/your-username/netrava)
158
+ - **Issues**: Report on GitHub Issues
159
+ - **Community**: Hugging Face Discussions
160
+
161
+ ## ๐Ÿ“„ License
162
+
163
+ MIT License - Free for commercial and personal use.
164
+
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+ ---
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+
167
+ **๐ŸŽ‰ Ready to revolutionize UI automation with AI-powered element detection!**
app.py CHANGED
@@ -6,12 +6,25 @@ import cv2
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  import numpy as np
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  from PIL import Image
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- # Load model
10
- model = YOLO('netrava_ui_model.pt')
 
 
 
 
 
 
 
 
 
 
11
 
12
  def detect_ui_elements(image):
13
  """Detect UI elements in uploaded image"""
14
  try:
 
 
 
15
  # Convert PIL to OpenCV format
16
  img_array = np.array(image)
17
  img_bgr = cv2.cvtColor(img_array, cv2.COLOR_RGB2BGR)
 
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  import numpy as np
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  from PIL import Image
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+ # Load model with error handling
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+ try:
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+ model = YOLO('netrava_ui_model.pt')
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+ print("โœ… Custom model loaded successfully")
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+ except Exception as e:
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+ print(f"โš ๏ธ Custom model not found, using default: {e}")
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+ try:
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+ model = YOLO('yolov8n.pt') # Fallback to default
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+ print("โœ… Default YOLOv8n model loaded")
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+ except Exception as e2:
19
+ print(f"โŒ Failed to load any model: {e2}")
20
+ model = None
21
 
22
  def detect_ui_elements(image):
23
  """Detect UI elements in uploaded image"""
24
  try:
25
+ if model is None:
26
+ return Image.new('RGB', (400, 300), color='red'), "โŒ Model not available. Please upload netrava_ui_model.pt"
27
+
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  # Convert PIL to OpenCV format
29
  img_array = np.array(image)
30
  img_bgr = cv2.cvtColor(img_array, cv2.COLOR_RGB2BGR)