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Commit ·
b1b1d12
1
Parent(s): ba6da72
UI Refinement: Lumina Glass theme restoration, Branding updates to WQF7006, Layout compaction, and Sidebar swap
Browse files- GITHUB_AUTH.md +18 -0
- README.md +67 -0
- app.py +74 -30
- static/style.css +384 -144
- templates/index.html +449 -267
- video_processor.py +55 -0
GITHUB_AUTH.md
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# GitHub Authentication Instructions
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## Step 1: Copy Your Code
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```
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E2FF-39B2
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```
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## Step 2: Open Browser
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Go to: https://github.com/login/device
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## Step 3: Enter Code
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Paste the code `E2FF-39B2` when prompted
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## Step 4: Authorize
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Click "Authorize" to allow GitHub CLI access
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## Step 5: Return Here
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Once completed, type "done" and I'll push your code to GitHub!
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README.md
ADDED
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# Malaysian Sign Language Recognition (CVSLR)
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A real-time Malaysian Sign Language recognition system using Computer Vision and Deep Learning.
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## Features
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- **Real-time Recognition**: Live camera feed processing with gesture detection
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- **Video Upload**: Support for single video and batch playlist processing
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- **High Accuracy**: CNN-Transformer hybrid model with 50 gesture classes
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- **Modern UI**: Elegant glassmorphism design with gradient accents
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- **Session Logging**: Track detected gestures with confidence scores
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## Technology Stack
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- **Backend**: Flask, Python 3.11
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- **ML/AI**: PyTorch, MediaPipe, OpenCV
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- **Frontend**: HTML5, CSS3, JavaScript
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- **Model**: CNN-Transformer Hybrid Architecture
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## Local Setup
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1. **Clone the repository**
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```bash
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git clone https://github.com/WondosenAm/CVSLR.git
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cd CVSLR
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```
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2. **Create virtual environment**
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```bash
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python -m venv venv
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source venv/bin/activate # On Windows: venv\Scripts\activate
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```
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3. **Install dependencies**
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```bash
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pip install -r requirements.txt
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```
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4. **Run the application**
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```bash
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python app.py
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```
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5. **Access the app**
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- Open browser: `http://127.0.0.1:8181`
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## Deployment
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See [DEPLOYMENT.md](DEPLOYMENT.md) for instructions on deploying to Render or other platforms.
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## Model Information
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- **Architecture**: CNN-Transformer Hybrid
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- **Input**: 30-frame sequences of pose + hand landmarks (258 features)
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- **Output**: 50 Malaysian Sign Language gestures
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- **Confidence Threshold**: 60%
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## Credits
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**Developed by**: Group 4 (Vision)
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**Institution**: Faculty of Computer Science and Information Technology
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**Department**: Artificial Intelligence
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**University**: University Malaya
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## License
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This project is for educational purposes.
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app.py
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import threading
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import time
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import atexit
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from video_processor import GestureRecognizer, GESTURE_NAMES
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app = Flask(__name__)
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app.config['UPLOAD_FOLDER'] = 'uploads'
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def update(self):
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global outputFrame
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global latest_prediction
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while True:
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if self.running and self.video is not None and self.video.isOpened():
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success, frame = self.video.read()
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if self.source == 0:
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frame = cv2.flip(frame, 1)
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#
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try:
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result = self.recognizer.predict(frame)
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# Update global prediction state
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probs = result['probabilities']
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top_3 = []
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if probs is not None:
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top_indices = probs.argsort()[-3:][::-1]
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top_3 = [
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{"name": GESTURE_NAMES.get(i, f"G{i}"), "prob": float(probs[i])}
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for i in top_indices
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]
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# Enforce Threshold
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gesture_name = result['gesture_name']
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confidence = float(result['confidence'])
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if gesture_name is None or confidence < 0.6:
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gesture_name = "Unknown"
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latest_prediction = {
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"gesture": gesture_name,
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"confidence": confidence,
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"top_3": top_3
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}
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# Draw results
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annotated_frame = self.recognizer.draw_landmarks(frame, result['pose_result'], result['hand_result'])
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with lock:
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outputFrame = annotated_frame.copy()
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except Exception as e:
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print(f"Error processing frame: {e}")
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else:
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# Video finished
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if isinstance(self.source, str):
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print(f"Finished: {self.source}")
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# Check queue
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if self.queue:
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print(f"Starting next
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self.video.release()
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self.source = self.queue.pop(0)
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self.video = cv2.VideoCapture(self.source)
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# Loop continues immediately with new source
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else:
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print("
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self.running = False
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if self.video:
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self.video.release()
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self.video = None
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import threading
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import time
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import atexit
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from video_processor import GestureRecognizer, GESTURE_NAMES, GESTURE_TRANSLATIONS
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app = Flask(__name__)
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app.config['UPLOAD_FOLDER'] = 'uploads'
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def update(self):
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global outputFrame
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global latest_prediction
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# Track predictions for continuous gloss-level prediction
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frame_buffer = [] # Buffer to collect 30 frames
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gloss_predictions = [] # Store all gloss predictions with confidence
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while True:
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if self.running and self.video is not None and self.video.isOpened():
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success, frame = self.video.read()
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if self.source == 0:
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frame = cv2.flip(frame, 1)
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# Add frame to buffer
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frame_buffer.append(frame.copy())
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# Process frame for visualization
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try:
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result = self.recognizer.predict(frame)
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# Draw results
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annotated_frame = self.recognizer.draw_landmarks(frame, result['pose_result'], result['hand_result'])
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with lock:
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outputFrame = annotated_frame.copy()
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# CONTINUOUS GLOSS-LEVEL PREDICTION
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# When we have 30 frames, predict the gloss
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if len(frame_buffer) >= 30:
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# Process the 30-frame window for gloss prediction
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window_result = self.recognizer.predict(frame_buffer[-1]) # Use last frame's result
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probs = window_result['probabilities']
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top_3 = []
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if probs is not None:
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top_indices = probs.argsort()[-3:][::-1]
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top_3 = [
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{"name": GESTURE_NAMES.get(i, f"G{i}"), "prob": float(probs[i])}
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for i in top_indices
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]
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gesture_name = window_result['gesture_name']
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confidence = float(window_result['confidence'])
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if gesture_name is None or confidence < 0.6:
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gesture_name = "Unknown"
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# For webcam: update immediately
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# For video: accumulate glosses and show highest confidence
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if self.source == 0:
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# Webcam: real-time updates
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latest_prediction = {
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"gesture": gesture_name,
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"confidence": confidence,
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"top_3": top_3
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}
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else:
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# Video: accumulate gloss predictions
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if gesture_name != "Unknown":
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gloss_predictions.append({
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"gesture": gesture_name,
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"confidence": confidence,
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"top_3": top_3
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})
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# Update display with highest confidence gloss so far
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best_gloss = max(gloss_predictions, key=lambda x: x['confidence'])
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latest_prediction = best_gloss
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# Slide the window (remove oldest 10 frames, keep overlap)
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frame_buffer = frame_buffer[10:]
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except Exception as e:
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print(f"Error processing frame: {e}")
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else:
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# Video finished
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if isinstance(self.source, str):
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print(f"Finished processing video: {self.source}")
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# Final gloss prediction: highest confidence from all windows
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if gloss_predictions:
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best_prediction = max(gloss_predictions, key=lambda x: x['confidence'])
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latest_prediction = best_prediction
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print(f"FINAL GLOSS: {best_prediction['gesture']} (confidence: {best_prediction['confidence']:.2%})")
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print(f"Total gloss predictions: {len(gloss_predictions)}")
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else:
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print("No valid gloss predictions found")
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# Clear buffers for next video
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frame_buffer = []
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gloss_predictions = []
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# Check queue
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if self.queue:
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print(f"Starting next video. Remaining: {len(self.queue)}")
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self.video.release()
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self.source = self.queue.pop(0)
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self.video = cv2.VideoCapture(self.source)
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else:
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print("All videos processed.")
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self.running = False
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if self.video:
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self.video.release()
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self.video = None
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static/style.css
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:root {
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/* Elegant Modern Palette */
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--bg-core: #f8f9fc;
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--bg-panel: #ffffff;
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--nav-border: rgba(0, 0, 0, 0.06);
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--active: #667eea;
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--warning: #f59e0b;
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-
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-
--
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--
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--
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--
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--font-main: 'Outfit', -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;
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--radius: 16px;
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--radius-lg: 24px;
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}
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* {
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margin: 0;
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padding: 0;
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box-sizing: border-box;
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}
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body {
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background
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-
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color: var(--accent-primary);
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color: var(--accent-primary);
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height: 100vh;
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/* Fixed height to keep everything "in frame" */
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width: 100vw;
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display: flex;
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justify-content: center;
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align-items: center;
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overflow: hidden;
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-
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}
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@keyframes
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0% {
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background-position: 0%
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}
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-
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50% {
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background-position: 100% 50%;
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}
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100% {
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background-position:
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}
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}
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-
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.main-header {
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-
background: transparent;
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padding: 1.5rem 2rem;
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display: flex;
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-
justify-content: flex-start;
|
| 79 |
align-items: center;
|
| 80 |
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|
| 81 |
position: relative;
|
| 82 |
z-index: 20;
|
| 83 |
}
|
| 84 |
|
| 85 |
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|
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| 90 |
}
|
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| 92 |
-
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|
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|
| 94 |
-
color: var(--accent-secondary);
|
| 95 |
-
text-transform: uppercase;
|
| 96 |
-
letter-spacing: 0.1em;
|
| 97 |
}
|
| 98 |
|
| 99 |
.uni-logo {
|
| 100 |
-
|
| 101 |
-
|
| 102 |
}
|
| 103 |
|
| 104 |
/* Layout Updates for 3-Column Dashboard */
|
| 105 |
.container {
|
| 106 |
width: 100%;
|
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-
height:
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| 108 |
display: grid;
|
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|
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| 115 |
}
|
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-
/*
|
| 118 |
.sidebar {
|
| 119 |
-
background: rgba(255, 255, 255, 0.
|
| 120 |
-
backdrop-filter: blur(
|
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-
-webkit-backdrop-filter: blur(
|
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-
border: 1px solid rgba(255, 255, 255, 0.
|
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|
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padding: 2rem;
|
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display: flex;
|
| 126 |
flex-direction: column;
|
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gap:
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z-index: 10;
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border-radius: var(--radius-lg);
|
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-
box-shadow: var(--shadow-lg),
|
| 133 |
-
inset 0 1px 0 rgba(255, 255, 255, 0.8);
|
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-
transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
|
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}
|
| 136 |
|
| 137 |
.sidebar:hover {
|
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|
| 139 |
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| 140 |
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|
| 141 |
-
}
|
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|
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-
.left-sidebar {
|
| 144 |
-
margin: 1rem 0 1rem 1rem;
|
| 145 |
-
/* Float Left */
|
| 146 |
-
}
|
| 147 |
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|
| 148 |
-
.right-sidebar {
|
| 149 |
-
margin: 1rem 1rem 1rem 0;
|
| 150 |
-
/* Float Right */
|
| 151 |
}
|
| 152 |
|
| 153 |
.logo {
|
| 154 |
-
font-size: 1rem;
|
| 155 |
-
font-weight: 700;
|
| 156 |
-
letter-spacing: 0.05em;
|
| 157 |
-
color: var(--accent-primary);
|
| 158 |
display: flex;
|
| 159 |
align-items: center;
|
| 160 |
-
gap: 0.
|
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| 163 |
}
|
| 164 |
|
| 165 |
.logo i {
|
|
@@ -170,46 +207,56 @@ body {
|
|
| 170 |
.main-view {
|
| 171 |
position: relative;
|
| 172 |
background: transparent !important;
|
| 173 |
-
/* Override */
|
| 174 |
border: none !important;
|
| 175 |
box-shadow: none !important;
|
| 176 |
-
padding:
|
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-
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|
| 178 |
}
|
| 179 |
|
| 180 |
.video-feed {
|
| 181 |
-
border-radius:
|
| 182 |
-
box-shadow: 0
|
| 183 |
max-width: 100%;
|
| 184 |
max-height: 100%;
|
| 185 |
width: auto;
|
| 186 |
height: auto;
|
| 187 |
object-fit: contain;
|
| 188 |
-
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|
| 189 |
}
|
| 190 |
|
| 191 |
-
/*
|
| 192 |
.hud-pill {
|
| 193 |
-
position:
|
| 194 |
-
|
| 195 |
-
|
| 196 |
-
|
| 197 |
-
|
| 198 |
-
backdrop-filter: blur(30px) saturate(180%);
|
| 199 |
-
-webkit-backdrop-filter: blur(30px) saturate(180%);
|
| 200 |
-
padding: 1rem 2.5rem;
|
| 201 |
border-radius: 100px;
|
| 202 |
-
|
| 203 |
-
0 0 0 1px rgba(255, 255, 255, 0.8) inset;
|
| 204 |
display: flex;
|
| 205 |
flex-direction: column;
|
| 206 |
align-items: center;
|
| 207 |
-
|
|
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|
| 208 |
z-index: 100;
|
| 209 |
-
|
| 210 |
-
|
| 211 |
-
|
| 212 |
-
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|
| 213 |
}
|
| 214 |
|
| 215 |
@keyframes breathe {
|
|
@@ -224,12 +271,6 @@ body {
|
|
| 224 |
}
|
| 225 |
}
|
| 226 |
|
| 227 |
-
.hud-pill.pulse {
|
| 228 |
-
transform: translateX(-50%) scale(1.08);
|
| 229 |
-
box-shadow: var(--shadow-xl),
|
| 230 |
-
0 0 20px rgba(102, 126, 234, 0.3),
|
| 231 |
-
0 0 0 1px rgba(255, 255, 255, 0.9) inset;
|
| 232 |
-
}
|
| 233 |
|
| 234 |
.hud-label {
|
| 235 |
font-size: 0.65rem;
|
|
@@ -251,6 +292,14 @@ body {
|
|
| 251 |
filter: drop-shadow(0 2px 4px rgba(102, 126, 234, 0.2));
|
| 252 |
}
|
| 253 |
|
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|
| 254 |
@media (max-width: 900px) {
|
| 255 |
.container {
|
| 256 |
grid-template-columns: 1fr;
|
|
@@ -305,17 +354,53 @@ body {
|
|
| 305 |
}
|
| 306 |
|
| 307 |
.history-item {
|
| 308 |
-
font-size: 0.
|
| 309 |
display: flex;
|
| 310 |
justify-content: space-between;
|
| 311 |
-
padding: 0.
|
| 312 |
-
background:
|
| 313 |
-
|
| 314 |
-
border
|
| 315 |
-
|
| 316 |
-
|
| 317 |
-
|
| 318 |
-
|
|
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|
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|
|
|
|
|
| 319 |
}
|
| 320 |
|
| 321 |
@keyframes slideIn {
|
|
@@ -359,25 +444,38 @@ body {
|
|
| 359 |
}
|
| 360 |
|
| 361 |
.btn-elegant {
|
| 362 |
-
|
| 363 |
-
|
| 364 |
-
|
| 365 |
-
|
| 366 |
-
|
| 367 |
-
|
| 368 |
-
|
| 369 |
-
|
|
|
|
| 370 |
cursor: pointer;
|
| 371 |
display: flex;
|
| 372 |
align-items: center;
|
| 373 |
-
justify-content:
|
| 374 |
-
gap: 0.
|
| 375 |
-
transition: all 0.
|
| 376 |
-
box-shadow:
|
| 377 |
position: relative;
|
| 378 |
overflow: hidden;
|
| 379 |
}
|
| 380 |
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 381 |
.btn-elegant::before {
|
| 382 |
content: '';
|
| 383 |
position: absolute;
|
|
@@ -412,27 +510,169 @@ body {
|
|
| 412 |
transition: transform 0.3s ease;
|
| 413 |
}
|
| 414 |
|
| 415 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 416 |
transform: scale(1.1);
|
| 417 |
}
|
| 418 |
|
| 419 |
-
/*
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 420 |
|
| 421 |
.overlay-status {
|
| 422 |
position: absolute;
|
| 423 |
top: 2rem;
|
| 424 |
right: 2rem;
|
| 425 |
-
background: rgba(
|
| 426 |
-
|
|
|
|
| 427 |
border-radius: 100px;
|
| 428 |
display: flex;
|
| 429 |
align-items: center;
|
| 430 |
-
gap: 0.
|
|
|
|
|
|
|
| 431 |
}
|
| 432 |
|
| 433 |
.status-dot {
|
| 434 |
-
width:
|
| 435 |
-
height:
|
| 436 |
background: var(--active);
|
| 437 |
border-radius: 50%;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 438 |
}
|
|
|
|
| 1 |
:root {
|
| 2 |
+
/* Elegant Modern Palette (Lumina Glass) */
|
| 3 |
--bg-core: #f8f9fc;
|
| 4 |
--bg-panel: #ffffff;
|
| 5 |
--nav-border: rgba(0, 0, 0, 0.06);
|
|
|
|
| 19 |
--active: #667eea;
|
| 20 |
--warning: #f59e0b;
|
| 21 |
|
| 22 |
+
--error: #ef4444;
|
| 23 |
+
--bg-main: #f8fafc;
|
| 24 |
+
--nav-border: rgba(226, 232, 240, 0.5);
|
| 25 |
+
--text-primary: #0f172a;
|
| 26 |
+
--text-main: #334155;
|
|
|
|
|
|
|
|
|
|
| 27 |
--radius-lg: 24px;
|
| 28 |
+
--radius-md: 16px;
|
| 29 |
+
--shadow-sm: 0 4px 6px -1px rgba(0, 0, 0, 0.05);
|
| 30 |
+
--shadow-md: 0 10px 15px -3px rgba(0, 0, 0, 0.08);
|
| 31 |
+
--shadow-lg: 0 20px 25px -5px rgba(0, 0, 0, 0.1);
|
| 32 |
+
--shadow-xl: 0 25px 50px -12px rgba(0, 0, 0, 0.15);
|
| 33 |
}
|
| 34 |
|
| 35 |
* {
|
| 36 |
margin: 0;
|
| 37 |
padding: 0;
|
| 38 |
box-sizing: border-box;
|
| 39 |
+
font-family: 'Outfit', 'Inter', sans-serif;
|
| 40 |
}
|
| 41 |
|
| 42 |
body {
|
| 43 |
+
background: #fdfeff;
|
| 44 |
+
color: var(--text-main);
|
|
|
|
|
|
|
| 45 |
height: 100vh;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
overflow: hidden;
|
| 47 |
+
position: relative;
|
| 48 |
+
background-image:
|
| 49 |
+
radial-gradient(at 0% 0%, rgba(102, 126, 234, 0.08) 0, transparent 40%),
|
| 50 |
+
radial-gradient(at 100% 0%, rgba(118, 75, 162, 0.08) 0, transparent 40%),
|
| 51 |
+
radial-gradient(at 50% 100%, rgba(79, 172, 254, 0.05) 0, transparent 40%),
|
| 52 |
+
radial-gradient(at 0% 100%, rgba(240, 147, 251, 0.05) 0, transparent 40%);
|
| 53 |
+
background-size: 200% 200%;
|
| 54 |
+
animation: aurora-shift 20s ease infinite alternate;
|
| 55 |
}
|
| 56 |
|
| 57 |
+
@keyframes aurora-shift {
|
| 58 |
0% {
|
| 59 |
+
background-position: 0% 0%;
|
|
|
|
|
|
|
|
|
|
|
|
|
| 60 |
}
|
| 61 |
|
| 62 |
100% {
|
| 63 |
+
background-position: 100% 100%;
|
| 64 |
}
|
| 65 |
}
|
| 66 |
|
| 67 |
+
.dashboard {
|
| 68 |
+
display: flex;
|
| 69 |
+
height: 100vh;
|
| 70 |
+
padding: 1.5rem;
|
| 71 |
+
gap: 1.5rem;
|
| 72 |
+
background: radial-gradient(circle at center, transparent 0%, rgba(255, 255, 255, 0.2) 100%);
|
| 73 |
+
}
|
| 74 |
+
|
| 75 |
+
/* Glass Panels with improved depth */
|
| 76 |
+
/* Hyper-Premium Glass Morphism */
|
| 77 |
+
.glass-panel {
|
| 78 |
+
background: rgba(255, 255, 255, 0.45);
|
| 79 |
+
backdrop-filter: blur(40px) saturate(200%);
|
| 80 |
+
-webkit-backdrop-filter: blur(40px) saturate(200%);
|
| 81 |
+
border-radius: var(--radius-lg);
|
| 82 |
+
border: 1px solid rgba(255, 255, 255, 0.6);
|
| 83 |
+
box-shadow:
|
| 84 |
+
0 8px 32px 0 rgba(31, 38, 135, 0.04),
|
| 85 |
+
inset 0 0 0 1px rgba(255, 255, 255, 0.4);
|
| 86 |
+
transition: all 0.5s cubic-bezier(0.19, 1, 0.22, 1);
|
| 87 |
+
}
|
| 88 |
+
|
| 89 |
.main-header {
|
|
|
|
|
|
|
| 90 |
display: flex;
|
|
|
|
| 91 |
align-items: center;
|
| 92 |
+
padding: 1rem 3.5rem;
|
| 93 |
+
background: rgba(255, 255, 255, 0.55);
|
| 94 |
+
backdrop-filter: blur(30px) saturate(180%);
|
| 95 |
+
border: 1px solid rgba(255, 255, 255, 0.8);
|
| 96 |
+
box-shadow: 0 10px 40px rgba(0, 0, 0, 0.04), inset 0 1px 2px rgba(255, 255, 255, 0.5);
|
| 97 |
+
border-radius: 1000px;
|
| 98 |
+
margin: 0 auto 0.25rem;
|
| 99 |
+
width: fit-content;
|
| 100 |
+
min-width: 94%;
|
| 101 |
position: relative;
|
| 102 |
z-index: 20;
|
| 103 |
}
|
| 104 |
|
| 105 |
+
/* Animation Removed for Stability */
|
| 106 |
+
|
| 107 |
+
.logo-circle-container {
|
| 108 |
+
width: 70px;
|
| 109 |
+
height: 70px;
|
| 110 |
+
background: white;
|
| 111 |
+
border-radius: 50%;
|
| 112 |
+
display: flex;
|
| 113 |
+
align-items: center;
|
| 114 |
+
justify-content: center;
|
| 115 |
+
margin-right: 1.5rem;
|
| 116 |
+
box-shadow:
|
| 117 |
+
var(--shadow-md),
|
| 118 |
+
0 0 0 3px rgba(255, 255, 255, 0.4);
|
| 119 |
+
border: 1px solid rgba(255, 255, 255, 0.8);
|
| 120 |
+
overflow: hidden;
|
| 121 |
+
flex-shrink: 0;
|
| 122 |
+
transition: transform 0.4s cubic-bezier(0.175, 0.885, 0.32, 1.275);
|
| 123 |
}
|
| 124 |
|
| 125 |
+
.logo-circle-container:hover {
|
| 126 |
+
transform: scale(1.1) rotate(-5deg);
|
|
|
|
|
|
|
|
|
|
| 127 |
}
|
| 128 |
|
| 129 |
.uni-logo {
|
| 130 |
+
width: 50px;
|
| 131 |
+
height: auto;
|
| 132 |
}
|
| 133 |
|
| 134 |
/* Layout Updates for 3-Column Dashboard */
|
| 135 |
.container {
|
| 136 |
width: 100%;
|
| 137 |
+
height: 100vh;
|
| 138 |
+
display: flex;
|
| 139 |
+
flex-direction: column;
|
| 140 |
+
padding: 0.75rem 2rem 2rem;
|
| 141 |
+
box-sizing: border-box;
|
| 142 |
+
overflow: hidden;
|
| 143 |
+
background: radial-gradient(circle at 50% 50%, rgba(255, 255, 255, 0.1) 0%, transparent 80%);
|
| 144 |
+
}
|
| 145 |
+
|
| 146 |
+
.content-row {
|
| 147 |
display: grid;
|
| 148 |
+
grid-template-columns: 300px 1fr 320px;
|
| 149 |
+
gap: 2.5rem;
|
| 150 |
+
flex: 1;
|
| 151 |
+
min-height: 0;
|
| 152 |
+
align-items: stretch;
|
| 153 |
+
/* Make both sidebars equal height */
|
| 154 |
}
|
| 155 |
|
| 156 |
+
/* Sidebars - Integrated & Floating */
|
| 157 |
.sidebar {
|
| 158 |
+
background: rgba(255, 255, 255, 0.45);
|
| 159 |
+
backdrop-filter: blur(50px) saturate(220%);
|
| 160 |
+
-webkit-backdrop-filter: blur(50px) saturate(220%);
|
| 161 |
+
border: 1px solid rgba(255, 255, 255, 0.8);
|
| 162 |
+
padding: 2.25rem;
|
|
|
|
| 163 |
display: flex;
|
| 164 |
flex-direction: column;
|
| 165 |
+
gap: 2rem;
|
| 166 |
+
width: 100%;
|
| 167 |
+
height: 100%;
|
| 168 |
+
max-height: 90vh;
|
| 169 |
z-index: 10;
|
| 170 |
+
box-shadow: 0 12px 40px rgba(0, 0, 0, 0.04), inset 0 0 0 1px rgba(255, 255, 255, 0.4);
|
| 171 |
+
transition: all 0.6s cubic-bezier(0.16, 1, 0.3, 1);
|
| 172 |
+
box-sizing: border-box;
|
| 173 |
border-radius: var(--radius-lg);
|
|
|
|
|
|
|
|
|
|
| 174 |
}
|
| 175 |
|
| 176 |
.sidebar:hover {
|
| 177 |
+
transform: translateY(-5px);
|
| 178 |
+
box-shadow: 0 25px 50px rgba(0, 0, 0, 0.08);
|
| 179 |
+
border-color: rgba(255, 255, 255, 0.8);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 180 |
}
|
| 181 |
|
| 182 |
.logo {
|
|
|
|
|
|
|
|
|
|
|
|
|
| 183 |
display: flex;
|
| 184 |
align-items: center;
|
| 185 |
+
gap: 0.75rem;
|
| 186 |
+
color: var(--accent-primary);
|
| 187 |
+
padding: 1.5rem 2.25rem;
|
| 188 |
+
margin: -2.25rem -2.25rem 1rem;
|
| 189 |
+
background: rgba(255, 255, 255, 0.5);
|
| 190 |
+
border-bottom: 1px solid rgba(0, 0, 0, 0.05);
|
| 191 |
+
border-radius: var(--radius-lg) var(--radius-lg) 0 0;
|
| 192 |
+
}
|
| 193 |
+
|
| 194 |
+
.logo span {
|
| 195 |
+
font-size: 0.75rem;
|
| 196 |
+
font-weight: 800;
|
| 197 |
+
text-transform: uppercase;
|
| 198 |
+
letter-spacing: 0.2em;
|
| 199 |
+
color: var(--accent-secondary);
|
| 200 |
}
|
| 201 |
|
| 202 |
.logo i {
|
|
|
|
| 207 |
.main-view {
|
| 208 |
position: relative;
|
| 209 |
background: transparent !important;
|
|
|
|
| 210 |
border: none !important;
|
| 211 |
box-shadow: none !important;
|
| 212 |
+
padding: 0 !important;
|
| 213 |
+
padding-top: 0;
|
| 214 |
+
display: flex;
|
| 215 |
+
flex-direction: column;
|
| 216 |
+
align-items: center;
|
| 217 |
+
justify-content: flex-start;
|
| 218 |
}
|
| 219 |
|
| 220 |
.video-feed {
|
| 221 |
+
border-radius: 20px;
|
| 222 |
+
box-shadow: 0 30px 100px rgba(0, 0, 0, 0.12);
|
| 223 |
max-width: 100%;
|
| 224 |
max-height: 100%;
|
| 225 |
width: auto;
|
| 226 |
height: auto;
|
| 227 |
object-fit: contain;
|
| 228 |
+
border: 1px solid rgba(255, 255, 255, 0.5);
|
| 229 |
+
position: relative;
|
| 230 |
+
}
|
| 231 |
+
|
| 232 |
+
.video-feed.active {
|
| 233 |
+
box-shadow: 0 0 80px rgba(102, 126, 234, 0.15), 0 30px 100px rgba(0, 0, 0, 0.12);
|
| 234 |
}
|
| 235 |
|
| 236 |
+
/* Futuristic HUD Pill */
|
| 237 |
.hud-pill {
|
| 238 |
+
position: relative;
|
| 239 |
+
margin: 0 auto 0.5rem;
|
| 240 |
+
background: rgba(255, 255, 255, 0.4);
|
| 241 |
+
backdrop-filter: blur(25px);
|
| 242 |
+
padding: 0.75rem 3rem;
|
|
|
|
|
|
|
|
|
|
| 243 |
border-radius: 100px;
|
| 244 |
+
border: 1px solid rgba(255, 255, 255, 0.6);
|
|
|
|
| 245 |
display: flex;
|
| 246 |
flex-direction: column;
|
| 247 |
align-items: center;
|
| 248 |
+
gap: 2px;
|
| 249 |
+
box-shadow: 0 10px 30px rgba(0, 0, 0, 0.03), inset 0 1px 1px rgba(255, 255, 255, 0.8);
|
| 250 |
z-index: 100;
|
| 251 |
+
transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);
|
| 252 |
+
width: fit-content;
|
| 253 |
+
}
|
| 254 |
+
|
| 255 |
+
.hud-pill.pulse {
|
| 256 |
+
transform: scale(1.05);
|
| 257 |
+
background: rgba(255, 255, 255, 0.6);
|
| 258 |
+
border-color: var(--active);
|
| 259 |
+
box-shadow: 0 0 50px rgba(102, 126, 234, 0.15), 0 10px 30px rgba(0, 0, 0, 0.03);
|
| 260 |
}
|
| 261 |
|
| 262 |
@keyframes breathe {
|
|
|
|
| 271 |
}
|
| 272 |
}
|
| 273 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 274 |
|
| 275 |
.hud-label {
|
| 276 |
font-size: 0.65rem;
|
|
|
|
| 292 |
filter: drop-shadow(0 2px 4px rgba(102, 126, 234, 0.2));
|
| 293 |
}
|
| 294 |
|
| 295 |
+
.hud-translation {
|
| 296 |
+
font-size: 0.95rem;
|
| 297 |
+
font-weight: 600;
|
| 298 |
+
color: var(--accent-secondary);
|
| 299 |
+
margin-top: 0.25rem;
|
| 300 |
+
letter-spacing: 0.02em;
|
| 301 |
+
}
|
| 302 |
+
|
| 303 |
@media (max-width: 900px) {
|
| 304 |
.container {
|
| 305 |
grid-template-columns: 1fr;
|
|
|
|
| 354 |
}
|
| 355 |
|
| 356 |
.history-item {
|
| 357 |
+
font-size: 0.85rem;
|
| 358 |
display: flex;
|
| 359 |
justify-content: space-between;
|
| 360 |
+
padding: 0.85rem 1.25rem;
|
| 361 |
+
background: rgba(255, 255, 255, 0.8);
|
| 362 |
+
backdrop-filter: blur(10px);
|
| 363 |
+
border: 1px solid rgba(0, 51, 153, 0.05);
|
| 364 |
+
border-radius: 14px;
|
| 365 |
+
color: var(--text-heritage-secondary);
|
| 366 |
+
box-shadow: 0 4px 15px rgba(0, 51, 153, 0.02);
|
| 367 |
+
transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);
|
| 368 |
+
animation: historyEntry 0.5s cubic-bezier(0.16, 1, 0.3, 1) both;
|
| 369 |
+
}
|
| 370 |
+
|
| 371 |
+
@keyframes historyEntry {
|
| 372 |
+
0% {
|
| 373 |
+
opacity: 0;
|
| 374 |
+
transform: translateY(10px) scale(0.98);
|
| 375 |
+
filter: blur(5px);
|
| 376 |
+
}
|
| 377 |
+
|
| 378 |
+
100% {
|
| 379 |
+
opacity: 1;
|
| 380 |
+
transform: translateY(0) scale(1);
|
| 381 |
+
filter: blur(0);
|
| 382 |
+
}
|
| 383 |
+
}
|
| 384 |
+
|
| 385 |
+
.video-container {
|
| 386 |
+
padding: 1rem;
|
| 387 |
+
background: rgba(255, 255, 255, 0.5);
|
| 388 |
+
border-radius: var(--radius-zenith);
|
| 389 |
+
border: 1px solid rgba(255, 255, 255, 1);
|
| 390 |
+
box-shadow: 0 20px 50px rgba(0, 51, 153, 0.05);
|
| 391 |
+
position: relative;
|
| 392 |
+
overflow: hidden;
|
| 393 |
+
}
|
| 394 |
+
|
| 395 |
+
.video-container::after {
|
| 396 |
+
content: '';
|
| 397 |
+
position: absolute;
|
| 398 |
+
top: -50%;
|
| 399 |
+
left: -50%;
|
| 400 |
+
width: 200%;
|
| 401 |
+
height: 200%;
|
| 402 |
+
background: radial-gradient(circle, rgba(74, 144, 226, 0.05) 0%, transparent 70%);
|
| 403 |
+
pointer-events: none;
|
| 404 |
}
|
| 405 |
|
| 406 |
@keyframes slideIn {
|
|
|
|
| 444 |
}
|
| 445 |
|
| 446 |
.btn-elegant {
|
| 447 |
+
width: 100%;
|
| 448 |
+
padding: 1.15rem 1.75rem;
|
| 449 |
+
border-radius: var(--radius-md);
|
| 450 |
+
border: 1px solid rgba(0, 51, 153, 0.1);
|
| 451 |
+
background: rgba(255, 255, 255, 0.9);
|
| 452 |
+
backdrop-filter: blur(10px);
|
| 453 |
+
color: var(--um-blue);
|
| 454 |
+
font-weight: 800;
|
| 455 |
+
font-size: 0.9rem;
|
| 456 |
cursor: pointer;
|
| 457 |
display: flex;
|
| 458 |
align-items: center;
|
| 459 |
+
justify-content: center;
|
| 460 |
+
gap: 0.85rem;
|
| 461 |
+
transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);
|
| 462 |
+
box-shadow: 0 4px 15px rgba(0, 0, 0, 0.02);
|
| 463 |
position: relative;
|
| 464 |
overflow: hidden;
|
| 465 |
}
|
| 466 |
|
| 467 |
+
.btn-elegant:hover {
|
| 468 |
+
background: rgba(255, 255, 255, 0.9);
|
| 469 |
+
transform: translateY(-3px) scale(1.02);
|
| 470 |
+
box-shadow: 0 15px 30px rgba(0, 0, 0, 0.05);
|
| 471 |
+
border-color: rgba(255, 255, 255, 1);
|
| 472 |
+
}
|
| 473 |
+
|
| 474 |
+
.btn-elegant i {
|
| 475 |
+
font-size: 1.1rem;
|
| 476 |
+
color: var(--active);
|
| 477 |
+
}
|
| 478 |
+
|
| 479 |
.btn-elegant::before {
|
| 480 |
content: '';
|
| 481 |
position: absolute;
|
|
|
|
| 510 |
transition: transform 0.3s ease;
|
| 511 |
}
|
| 512 |
|
| 513 |
+
|
| 514 |
+
|
| 515 |
+
/* Radial Gauge */
|
| 516 |
+
.radial-gauge {
|
| 517 |
+
position: relative;
|
| 518 |
+
width: 120px;
|
| 519 |
+
height: 120px;
|
| 520 |
+
margin: 0 auto;
|
| 521 |
+
}
|
| 522 |
+
|
| 523 |
+
.radial-gauge svg {
|
| 524 |
+
width: 100%;
|
| 525 |
+
height: 100%;
|
| 526 |
+
transform: rotate(-90deg);
|
| 527 |
+
}
|
| 528 |
+
|
| 529 |
+
.gauge-bg {
|
| 530 |
+
fill: none;
|
| 531 |
+
stroke: var(--nav-border);
|
| 532 |
+
stroke-width: 8;
|
| 533 |
+
}
|
| 534 |
+
|
| 535 |
+
.gauge-progress {
|
| 536 |
+
fill: none;
|
| 537 |
+
stroke: var(--active);
|
| 538 |
+
stroke-width: 8;
|
| 539 |
+
stroke-linecap: round;
|
| 540 |
+
stroke-dasharray: 283;
|
| 541 |
+
stroke-dashoffset: 283;
|
| 542 |
+
transition: stroke-dashoffset 0.5s ease;
|
| 543 |
+
}
|
| 544 |
+
|
| 545 |
+
.gauge-value {
|
| 546 |
+
position: absolute;
|
| 547 |
+
top: 50%;
|
| 548 |
+
left: 50%;
|
| 549 |
+
transform: translate(-50%, -50%);
|
| 550 |
+
font-size: 1.25rem;
|
| 551 |
+
font-weight: 700;
|
| 552 |
+
color: var(--accent-primary);
|
| 553 |
+
}
|
| 554 |
+
|
| 555 |
+
/* Log Controls */
|
| 556 |
+
.log-control-btn {
|
| 557 |
+
background: none;
|
| 558 |
+
border: none;
|
| 559 |
+
color: var(--accent-secondary);
|
| 560 |
+
cursor: pointer;
|
| 561 |
+
font-size: 0.9rem;
|
| 562 |
+
padding: 4px;
|
| 563 |
+
transition: all 0.2s ease;
|
| 564 |
+
}
|
| 565 |
+
|
| 566 |
+
.log-control-btn:hover {
|
| 567 |
+
color: var(--active);
|
| 568 |
transform: scale(1.1);
|
| 569 |
}
|
| 570 |
|
| 571 |
+
/* Modal */
|
| 572 |
+
.modal {
|
| 573 |
+
display: none;
|
| 574 |
+
position: fixed;
|
| 575 |
+
top: 0;
|
| 576 |
+
left: 0;
|
| 577 |
+
width: 100%;
|
| 578 |
+
height: 100%;
|
| 579 |
+
background: rgba(0, 0, 0, 0.4);
|
| 580 |
+
backdrop-filter: blur(8px);
|
| 581 |
+
z-index: 1000;
|
| 582 |
+
justify-content: center;
|
| 583 |
+
align-items: center;
|
| 584 |
+
}
|
| 585 |
+
|
| 586 |
+
/* Cloud-Morph Modal */
|
| 587 |
+
.modal-content {
|
| 588 |
+
background: rgba(255, 255, 255, 0.6);
|
| 589 |
+
backdrop-filter: blur(60px) saturate(210%);
|
| 590 |
+
-webkit-backdrop-filter: blur(60px) saturate(210%);
|
| 591 |
+
border-radius: 40px;
|
| 592 |
+
width: 95%;
|
| 593 |
+
max-width: 650px;
|
| 594 |
+
padding: 4rem;
|
| 595 |
+
position: relative;
|
| 596 |
+
box-shadow: 0 50px 100px rgba(0, 0, 0, 0.1), inset 0 0 0 1px rgba(255, 255, 255, 0.6);
|
| 597 |
+
border: 1px solid rgba(255, 255, 255, 0.4);
|
| 598 |
+
max-height: 85vh;
|
| 599 |
+
overflow-y: auto;
|
| 600 |
+
animation: modalPop 0.6s cubic-bezier(0.16, 1, 0.3, 1);
|
| 601 |
+
}
|
| 602 |
+
|
| 603 |
+
@keyframes modalPop {
|
| 604 |
+
0% {
|
| 605 |
+
opacity: 0;
|
| 606 |
+
transform: scale(0.9) translateY(20px);
|
| 607 |
+
filter: blur(10px);
|
| 608 |
+
}
|
| 609 |
+
|
| 610 |
+
100% {
|
| 611 |
+
opacity: 1;
|
| 612 |
+
transform: scale(1) translateY(0);
|
| 613 |
+
filter: blur(0);
|
| 614 |
+
}
|
| 615 |
+
}
|
| 616 |
+
|
| 617 |
+
.modal-title {
|
| 618 |
+
font-size: 2.25rem;
|
| 619 |
+
font-weight: 800;
|
| 620 |
+
margin-bottom: 2rem;
|
| 621 |
+
color: var(--accent-primary);
|
| 622 |
+
letter-spacing: -0.02em;
|
| 623 |
+
}
|
| 624 |
|
| 625 |
.overlay-status {
|
| 626 |
position: absolute;
|
| 627 |
top: 2rem;
|
| 628 |
right: 2rem;
|
| 629 |
+
background: rgba(15, 23, 42, 0.1);
|
| 630 |
+
backdrop-filter: blur(10px);
|
| 631 |
+
padding: 0.6rem 1.25rem;
|
| 632 |
border-radius: 100px;
|
| 633 |
display: flex;
|
| 634 |
align-items: center;
|
| 635 |
+
gap: 0.75rem;
|
| 636 |
+
border: 1px solid rgba(255, 255, 255, 0.3);
|
| 637 |
+
z-index: 10;
|
| 638 |
}
|
| 639 |
|
| 640 |
.status-dot {
|
| 641 |
+
width: 10px;
|
| 642 |
+
height: 10px;
|
| 643 |
background: var(--active);
|
| 644 |
border-radius: 50%;
|
| 645 |
+
box-shadow: 0 0 15px var(--active);
|
| 646 |
+
animation: heartBeat 2s infinite ease-in-out;
|
| 647 |
+
}
|
| 648 |
+
|
| 649 |
+
@keyframes heartBeat {
|
| 650 |
+
|
| 651 |
+
0%,
|
| 652 |
+
100% {
|
| 653 |
+
transform: scale(1);
|
| 654 |
+
opacity: 1;
|
| 655 |
+
}
|
| 656 |
+
|
| 657 |
+
50% {
|
| 658 |
+
transform: scale(1.3);
|
| 659 |
+
opacity: 0.6;
|
| 660 |
+
box-shadow: 0 0 25px var(--active);
|
| 661 |
+
}
|
| 662 |
+
}
|
| 663 |
+
|
| 664 |
+
.metric-group {
|
| 665 |
+
display: flex;
|
| 666 |
+
flex-direction: column;
|
| 667 |
+
gap: 1.25rem;
|
| 668 |
+
}
|
| 669 |
+
|
| 670 |
+
.label {
|
| 671 |
+
font-size: 0.7rem;
|
| 672 |
+
font-weight: 800;
|
| 673 |
+
text-transform: uppercase;
|
| 674 |
+
letter-spacing: 0.2em;
|
| 675 |
+
color: var(--accent-secondary);
|
| 676 |
+
display: block;
|
| 677 |
+
margin-bottom: 0.25rem;
|
| 678 |
}
|
templates/index.html
CHANGED
|
@@ -4,319 +4,501 @@
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>
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<link rel="
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<link href="https://fonts.
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<link
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</head>
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<body>
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<div class="container">
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<!--
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<div class="logo">
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</div>
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<i class="fa-solid fa-gamepad" style="margin-left: auto;"></i>
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</div>
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</div>
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<main class="main-view glass-panel" style="display:flex; flex-direction:column; padding:0; gap:0;">
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<header class="main-header">
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<img src="{{ url_for('static', filename='um_logo.png') }}" alt="University Malaya Logo" class="uni-logo"
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style="margin-right: 1.5rem;">
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<div class="header-content">
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<h1 style="font-size: 1.2rem; font-weight: 700; margin-bottom: 0.25rem;">Faculty of Computer Science
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and Information Technology</h1>
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<p style="font-size: 0.85rem; color: var(--accent-secondary); font-weight: 500;">Department of
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Artificial Intelligence</p>
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</div>
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</header>
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<div
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style="flex:1; position:relative; width:100%; display:flex; flex-direction:column; justify-content:center; align-items:center;">
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<!-- New Creative HUD Output -->
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<div class="hud-pill" id="hud-pill">
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<span class="hud-label">DETECTED GESTURE</span>
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<span class="hud-value" id="hud-gesture">Waiting...</span>
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</div>
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</div>
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</div>
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<div
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style="
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</div>
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<i class="fa-solid fa-list-ul" style="margin-left: auto;"></i>
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</div>
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</div>
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</div>
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</div>
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</div>
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</div>
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</
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</
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.then(res => res.json())
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.then(data => {
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const vid = document.getElementById('video-feed');
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if (data.status === 'stopped') {
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isCameraRunning = false;
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vid.classList.remove('active');
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btn.innerHTML = '<i class="fa-solid fa-power-off"></i> Resume Stream';
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document.querySelector('.status-dot').style.background = '#333';
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} else {
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isCameraRunning = true;
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vid.classList.add('active');
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btn.innerHTML = '<i class="fa-solid fa-power-off"></i> Terminate Stream';
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document.querySelector('.status-dot').style.background = 'var(--accent-gold)';
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}
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})
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handleUpload(input, false);
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input.value = ''; // Reset to allow re-selecting same file
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}
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function handleBatchUpload(input) {
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console.log("Batch upload triggered with files:", input.files.length);
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handleUpload(input, true);
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input.value = ''; // Reset
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}
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function handleUpload(input, isBatch) {
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const files = input.files;
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if (!files.length) {
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alert("No file selected!");
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return;
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}
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}
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} else {
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formData.append('file', files[0]);
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}
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if (!res.ok) throw new Error(`Server Error: ${res.statusText}`);
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return res.json();
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})
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.then(data => {
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console.log("Upload response:", data);
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if (data.error) throw new Error(data.error);
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}
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});
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.then(res => res.json())
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.then(data => {
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console.log("Control response:", data);
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if (data.status === 'started') {
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isCameraRunning = true;
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const btn = document.getElementById('cam-toggle');
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btn.innerHTML = '<i class="fa-solid fa-stop"></i> Stop Source';
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document.getElementById('video-feed').classList.add('active');
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const type = isBatch ? "Batch Playlist" : "Single Video";
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addToLog(`New Source: ${type}`, "INFO");
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statusEl.textContent = 'Processing Started';
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} else {
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alert("Failed to start video: " + (data.error || "Unknown error"));
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}
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setTimeout(() => { statusEl.style.opacity = '0'; }, 3000);
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})
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.catch(err => {
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console.error("Upload/Control Error:", err);
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statusEl.textContent = 'Error!';
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alert("Upload Failed: " + err.message);
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});
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}
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<
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`;
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}
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}
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</body>
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</html>
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>WQF7006 | Elegant AI</title>
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<link rel="preconnect" href="https://fonts.googleapis.com">
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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<link
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href="https://fonts.googleapis.com/css2?family=Outfit:wght@300;400;500;600;700;800&family=Inter:wght@400;600&display=swap"
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rel="stylesheet">
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/all.min.css">
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<link rel="stylesheet" href="{{ url_for('static', filename='style.css') }}">
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</head>
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<body>
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<div class="container">
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<!-- TOP HEADER -->
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| 20 |
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<header class="main-header" style="justify-content: center; position: relative;">
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| 21 |
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<div class="logo-circle-container" style="position: absolute; left: 4rem; width: 85px; height: 85px;">
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<img src="{{ url_for('static', filename='um_logo.png') }}" alt="University Malaya Logo" class="uni-logo"
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style="width: 58px;">
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</div>
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<div class="header-content" style="text-align: center;">
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<h1
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style="font-size: 1.8rem; font-weight: 800; margin-bottom: 0.2rem; color: var(--accent-primary); letter-spacing: -0.01em; white-space: nowrap;">
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AI-BASED MALAYSIAN SIGN LANGUAGE SYSTEM
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</h1>
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<div
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style="display: flex; align-items: center; justify-content: center; gap: 0.75rem; font-size: 0.8rem; font-weight: 600; color: var(--accent-secondary); letter-spacing: 0.02em;">
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<span>UNIVERSITI MALAYA</span>
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<span style="opacity: 0.3;">|</span>
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<span>FACULTY OF COMPUTER SCIENCE & IT</span>
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<span style="opacity: 0.3;">|</span>
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<span>DEPARTMENT OF AI</span>
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<i class="fa-solid fa-circle-info info-icon-btn" onclick="openAboutModal()"
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style="font-size: 0.9rem; margin-left: 0.5rem; color: var(--active);"></i>
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</div>
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</div>
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</header>
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<div class="content-row">
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<!-- LEFT SIDEBAR: CONTROLS & INPUT -->
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| 45 |
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<aside class="sidebar left-sidebar glass-panel">
|
| 46 |
+
<div class="logo">
|
| 47 |
+
<div style="display: flex; flex-direction: column;">
|
| 48 |
+
<span style="font-size: 1.3rem; font-weight: 800; letter-spacing: 0.1em;">WQF7006</span>
|
| 49 |
+
<span style="font-size: 0.7rem; font-weight: 500; opacity: 0.8; margin-top: 2px;">Computer
|
| 50 |
+
Vision & Image Processing</span>
|
| 51 |
+
</div>
|
| 52 |
+
<i class="fa-solid fa-gamepad" style="margin-left: auto;"></i>
|
| 53 |
</div>
|
| 54 |
|
| 55 |
+
<div class="control-area" style="border-top: none; margin-top: 0; padding-top: 0;">
|
| 56 |
+
<!-- Live Stream -->
|
| 57 |
+
<div class="input-group">
|
| 58 |
+
<label class="input-group-label" style="display: flex; align-items: center; gap: 0.5rem;">
|
| 59 |
+
<span class="status-dot"
|
| 60 |
+
style="width: 8px; height: 8px; background: var(--accent-gold); border-radius: 50%; box-shadow: 0 0 10px var(--accent-gold);"></span>
|
| 61 |
+
LIVE FROM CAMERA
|
| 62 |
+
</label>
|
| 63 |
+
<button id="cam-toggle" class="btn-elegant" onmousedown="toggleCamera()"
|
| 64 |
+
ontouchstart="toggleCamera()">
|
| 65 |
+
<i class="fa-solid fa-video"></i> Start Camera Feed
|
| 66 |
+
</button>
|
| 67 |
+
<div id="status-text" class="status-text">Ready</div>
|
| 68 |
+
</div>
|
| 69 |
|
| 70 |
+
<!-- Single Video Upload -->
|
| 71 |
+
<div class="input-group">
|
| 72 |
+
<label class="input-group-label">UPLOAD VIDEO</label>
|
| 73 |
+
<button class="btn-elegant" onclick="document.getElementById('single-upload').click()">
|
| 74 |
+
<i class="fa-solid fa-upload"></i> Upload File
|
| 75 |
+
</button>
|
| 76 |
+
<input type="file" id="single-upload" accept="video/*" style="display: none;"
|
| 77 |
+
onchange="handleSingleUpload(this)">
|
| 78 |
+
</div>
|
| 79 |
|
| 80 |
+
<!-- Batch Upload -->
|
| 81 |
+
<div class="input-group">
|
| 82 |
+
<label class="input-group-label">BATCH PLAYLIST</label>
|
| 83 |
+
<button class="btn-elegant" onclick="document.getElementById('batch-upload').click()">
|
| 84 |
+
<i class="fa-solid fa-layer-group"></i> Upload Payload
|
| 85 |
+
</button>
|
| 86 |
+
<input type="file" id="batch-upload" accept="video/*" multiple style="display: none;"
|
| 87 |
+
onchange="handleBatchUpload(this)">
|
| 88 |
+
</div>
|
| 89 |
|
| 90 |
+
<div id="upload-status"></div>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 91 |
|
| 92 |
+
<!-- System Utility -->
|
| 93 |
+
<div style="margin-top: 2rem; border-top: 1px solid rgba(0,0,0,0.05); padding-top: 1.5rem;">
|
| 94 |
+
<button id="stop-all" class="btn-elegant"
|
| 95 |
+
style="background: rgba(102, 126, 234, 0.08); color: #667eea; border: 1px solid rgba(102, 126, 234, 0.15);"
|
| 96 |
+
onclick="stopAllSources()">
|
| 97 |
+
<i class="fa-solid fa-rotate-right"></i> Reset System
|
| 98 |
+
</button>
|
| 99 |
</div>
|
| 100 |
</div>
|
| 101 |
+
</aside>
|
| 102 |
|
| 103 |
+
<!-- CENTER: VIDEO VIEW -->
|
| 104 |
+
<main class="main-view glass-panel"
|
| 105 |
+
style="display:flex; flex-direction:column; padding:0; gap:0; background: transparent !important; border:none !important; box-shadow:none !important;">
|
| 106 |
<div
|
| 107 |
+
style="flex:1; position:relative; width:100%; display:flex; flex-direction:column; justify-content:center; align-items:center;">
|
| 108 |
+
<!-- HUD Output -->
|
| 109 |
+
<div class="hud-pill" id="hud-pill">
|
| 110 |
+
<span class="hud-label">DETECTED GESTURE</span>
|
| 111 |
+
<span class="hud-value" id="hud-gesture">Waiting...</span>
|
| 112 |
+
</div>
|
| 113 |
|
| 114 |
+
<div style="position:relative;">
|
| 115 |
+
<img src="{{ url_for('video_feed') }}" alt="Live Feed" class="video-feed" id="video-feed">
|
| 116 |
+
<div class="overlay-status">
|
| 117 |
+
<span class="label">LIVE</span>
|
| 118 |
+
<div class="status-dot"></div>
|
| 119 |
+
</div>
|
| 120 |
+
</div>
|
| 121 |
+
|
| 122 |
+
<div
|
| 123 |
+
style="margin-top: 1rem; font-size: 0.8rem; color: var(--accent-secondary); font-weight: 500; letter-spacing: 0.05em;">
|
| 124 |
+
Developed by OCC2 Group 4 (Vision)
|
| 125 |
+
</div>
|
| 126 |
+
</div>
|
| 127 |
+
</main>
|
| 128 |
+
|
| 129 |
+
<!-- RIGHT SIDEBAR: OUTPUT & LOGS -->
|
| 130 |
+
<aside class="sidebar right-sidebar glass-panel">
|
| 131 |
+
<div class="logo">
|
| 132 |
+
<div style="display:flex; flex-direction:column;">
|
| 133 |
+
<span style="font-size: 0.9rem; font-weight: 800; letter-spacing: 0.1em;">RECOGNITION
|
| 134 |
+
HISTORY</span>
|
| 135 |
+
</div>
|
| 136 |
+
<div style="margin-left: auto; display: flex; gap: 0.5rem;">
|
| 137 |
+
<button class="log-control-btn" onclick="exportLog()" title="Export CSV">
|
| 138 |
+
<i class="fa-solid fa-file-export"></i>
|
| 139 |
+
</button>
|
| 140 |
+
<button class="log-control-btn" onclick="clearLog()" title="Clear Log">
|
| 141 |
+
<i class="fa-solid fa-trash-can"></i>
|
| 142 |
+
</button>
|
| 143 |
+
</div>
|
| 144 |
</div>
|
|
|
|
|
|
|
| 145 |
|
| 146 |
+
<div class="metric-group" style="align-items: center;">
|
| 147 |
+
<span class="label">Confidence</span>
|
| 148 |
+
<div class="radial-gauge">
|
| 149 |
+
<svg viewBox="0 0 100 100">
|
| 150 |
+
<circle class="gauge-bg" cx="50" cy="50" r="45"></circle>
|
| 151 |
+
<circle class="gauge-progress" id="gauge-progress" cx="50" cy="50" r="45"></circle>
|
| 152 |
+
</svg>
|
| 153 |
+
<div class="gauge-value" id="confidence-val">0%</div>
|
| 154 |
+
</div>
|
| 155 |
</div>
|
|
|
|
| 156 |
|
| 157 |
+
<!-- Top Candidates -->
|
| 158 |
+
<div class="metric-group" style="flex-grow: 0;">
|
| 159 |
+
<span class="label">Top Candidates</span>
|
| 160 |
+
<div class="top-predictions" id="top-predictions">
|
| 161 |
+
<!-- Populated by JS -->
|
| 162 |
+
</div>
|
| 163 |
</div>
|
|
|
|
| 164 |
|
| 165 |
+
<div class="metric-group" style="flex-grow: 1; display:flex; flex-direction:column; min-height: 0;">
|
| 166 |
+
<span class="label">Recognition History</span>
|
| 167 |
+
<div class="history-log" id="history-log">
|
| 168 |
+
<!-- Items added here -->
|
| 169 |
+
</div>
|
| 170 |
</div>
|
| 171 |
+
</aside>
|
| 172 |
+
</div>
|
| 173 |
+
|
| 174 |
+
<script>
|
| 175 |
+
let isCameraRunning = true;
|
| 176 |
+
let lastLoggedGesture = null;
|
| 177 |
+
|
| 178 |
+
function toggleCamera() {
|
| 179 |
+
const btn = document.getElementById('cam-toggle');
|
| 180 |
+
const action = isCameraRunning ? 'stop' : 'start';
|
| 181 |
+
|
| 182 |
+
console.log(`Toggle Camera: ${action}`);
|
| 183 |
+
|
| 184 |
+
fetch('/api/camera/control', {
|
| 185 |
+
method: 'POST',
|
| 186 |
+
headers: { 'Content-Type': 'application/json' },
|
| 187 |
+
body: JSON.stringify({ action: action, source: 'webcam' })
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 188 |
})
|
| 189 |
+
.then(res => res.json())
|
| 190 |
+
.then(data => {
|
| 191 |
+
updateUIState(data.status === 'started', 'webcam');
|
| 192 |
+
})
|
| 193 |
+
.catch(err => console.error(err));
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 194 |
}
|
| 195 |
|
| 196 |
+
function stopAllSources() {
|
| 197 |
+
console.log("Stopping all sources...");
|
| 198 |
+
fetch('/api/camera/control', {
|
| 199 |
+
method: 'POST',
|
| 200 |
+
headers: { 'Content-Type': 'application/json' },
|
| 201 |
+
body: JSON.stringify({ action: 'stop' })
|
| 202 |
+
})
|
| 203 |
+
.then(res => res.json())
|
| 204 |
+
.then(data => {
|
| 205 |
+
updateUIState(false, null);
|
| 206 |
+
addToLog("All sources stopped", "INFO");
|
| 207 |
+
});
|
| 208 |
+
}
|
| 209 |
|
| 210 |
+
function updateUIState(running, type) {
|
| 211 |
+
isCameraRunning = running;
|
| 212 |
+
const vid = document.getElementById('video-feed');
|
| 213 |
+
const camBtn = document.getElementById('cam-toggle');
|
| 214 |
+
const dot = document.querySelector('.status-dot');
|
| 215 |
+
const statusText = document.getElementById('status-text');
|
| 216 |
+
|
| 217 |
+
if (running) {
|
| 218 |
+
vid.classList.add('active');
|
| 219 |
+
dot.style.background = 'var(--accent-gold)';
|
| 220 |
+
dot.style.boxShadow = '0 0 10px var(--accent-gold)';
|
| 221 |
+
|
| 222 |
+
if (type === 'webcam') {
|
| 223 |
+
camBtn.innerHTML = '<i class="fa-solid fa-video-slash"></i> Stop Camera Feed';
|
| 224 |
+
statusText.textContent = 'Live Camera Active';
|
| 225 |
+
} else {
|
| 226 |
+
camBtn.innerHTML = '<i class="fa-solid fa-video"></i> Start Camera Feed';
|
| 227 |
+
statusText.textContent = type === 'playlist' ? 'Batch Playlist Playing' : 'Video Playing';
|
| 228 |
+
}
|
| 229 |
+
} else {
|
| 230 |
+
vid.classList.remove('active');
|
| 231 |
+
dot.style.background = '#333';
|
| 232 |
+
dot.style.boxShadow = 'none';
|
| 233 |
+
camBtn.innerHTML = '<i class="fa-solid fa-video"></i> Start Camera Feed';
|
| 234 |
+
statusText.textContent = 'Ready';
|
| 235 |
}
|
|
|
|
|
|
|
| 236 |
}
|
| 237 |
|
| 238 |
+
function handleSingleUpload(input) {
|
| 239 |
+
console.log("Single upload triggered with file:", input.files[0]);
|
| 240 |
+
handleUpload(input, false);
|
| 241 |
+
input.value = ''; // Reset to allow re-selecting same file
|
| 242 |
+
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 243 |
|
| 244 |
+
function handleBatchUpload(input) {
|
| 245 |
+
console.log("Batch upload triggered with files:", input.files.length);
|
| 246 |
+
handleUpload(input, true);
|
| 247 |
+
input.value = ''; // Reset
|
| 248 |
+
}
|
| 249 |
|
| 250 |
+
function handleUpload(input, isBatch) {
|
| 251 |
+
const files = input.files;
|
| 252 |
+
if (!files.length) {
|
| 253 |
+
alert("No file selected!");
|
| 254 |
+
return;
|
| 255 |
+
}
|
| 256 |
|
| 257 |
+
const statusEl = document.getElementById('upload-status');
|
| 258 |
+
statusEl.textContent = isBatch ? `Uploading ${files.length} files...` : 'Uploading video...';
|
| 259 |
+
statusEl.style.opacity = '1';
|
| 260 |
+
|
| 261 |
+
const formData = new FormData();
|
| 262 |
+
if (isBatch) {
|
| 263 |
+
for (let i = 0; i < files.length; i++) {
|
| 264 |
+
formData.append('files[]', files[i]);
|
| 265 |
}
|
| 266 |
+
} else {
|
| 267 |
+
formData.append('file', files[0]);
|
| 268 |
+
}
|
| 269 |
+
|
| 270 |
+
fetch('/api/upload', {
|
| 271 |
+
method: 'POST',
|
| 272 |
+
body: formData
|
| 273 |
+
})
|
| 274 |
+
.then(res => {
|
| 275 |
+
if (!res.ok) throw new Error(`Server Error: ${res.statusText}`);
|
| 276 |
+
return res.json();
|
| 277 |
+
})
|
| 278 |
+
.then(data => {
|
| 279 |
+
console.log("Upload response:", data);
|
| 280 |
+
if (data.error) throw new Error(data.error);
|
| 281 |
+
|
| 282 |
+
statusEl.textContent = 'Initializing Queuer...';
|
| 283 |
+
|
| 284 |
+
// Construct Payload
|
| 285 |
+
let payload = { action: 'start' };
|
| 286 |
+
|
| 287 |
+
if (isBatch || (data.filenames && data.filenames.length > 0)) {
|
| 288 |
+
payload.source = 'playlist';
|
| 289 |
+
payload.filenames = data.filenames || [data.filename];
|
| 290 |
+
} else {
|
| 291 |
+
payload.source = 'video';
|
| 292 |
+
payload.filename = data.filename;
|
| 293 |
+
}
|
| 294 |
|
| 295 |
+
console.log("Sending Control Payload:", payload);
|
| 296 |
|
| 297 |
+
return fetch('/api/camera/control', {
|
| 298 |
+
method: 'POST',
|
| 299 |
+
headers: { 'Content-Type': 'application/json' },
|
| 300 |
+
body: JSON.stringify(payload)
|
| 301 |
+
});
|
| 302 |
+
})
|
| 303 |
+
.then(res => res.json())
|
| 304 |
+
.then(data => {
|
| 305 |
+
console.log("Control response:", data);
|
| 306 |
+
if (data.status === 'started') {
|
| 307 |
+
const type = isBatch ? "Batch Playlist" : "Single Video";
|
| 308 |
+
updateUIState(true, isBatch ? 'playlist' : 'video');
|
| 309 |
+
addToLog(`New Source: ${type}`, "INFO");
|
| 310 |
+
statusEl.textContent = 'Processing Started';
|
| 311 |
+
} else {
|
| 312 |
+
alert("Failed to start video: " + (data.error || "Unknown error"));
|
| 313 |
+
}
|
| 314 |
+
setTimeout(() => { statusEl.style.opacity = '0'; }, 3000);
|
| 315 |
+
})
|
| 316 |
+
.catch(err => {
|
| 317 |
+
console.error("Upload/Control Error:", err);
|
| 318 |
+
statusEl.textContent = 'Error!';
|
| 319 |
+
alert("Upload Failed: " + err.message);
|
| 320 |
});
|
| 321 |
+
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 322 |
|
| 323 |
+
function addToLog(gesture, confidence) {
|
| 324 |
+
const log = document.getElementById('history-log');
|
| 325 |
+
const item = document.createElement('div');
|
| 326 |
+
item.className = 'history-item';
|
| 327 |
|
| 328 |
+
const time = new Date().toLocaleTimeString([], { hour12: false, hour: '2-digit', minute: '2-digit', second: '2-digit' });
|
| 329 |
|
| 330 |
+
item.innerHTML = `
|
| 331 |
+
<div style="display: flex; flex-direction: column; gap: 2px;">
|
| 332 |
+
<span style="color: var(--accent-primary); font-weight: 600;">${gesture}</span>
|
| 333 |
+
<span class="item-time">${time}</span>
|
| 334 |
+
</div>
|
| 335 |
+
<span style="font-weight: 700; color: var(--active);">${confidence}</span>
|
| 336 |
`;
|
| 337 |
|
| 338 |
+
log.prepend(item);
|
| 339 |
+
}
|
| 340 |
+
|
| 341 |
+
function clearLog() {
|
| 342 |
+
if (confirm("Are you sure you want to clear the recognition history?")) {
|
| 343 |
+
document.getElementById('history-log').innerHTML = '';
|
| 344 |
+
lastLoggedGesture = null;
|
| 345 |
+
addToLog("Log Cleared", "INFO");
|
| 346 |
+
}
|
| 347 |
+
}
|
| 348 |
+
|
| 349 |
+
function exportLog() {
|
| 350 |
+
const items = document.querySelectorAll('.history-item');
|
| 351 |
+
if (items.length === 0) {
|
| 352 |
+
alert("No data to export!");
|
| 353 |
+
return;
|
| 354 |
+
}
|
| 355 |
+
|
| 356 |
+
let csv = "Time,Gesture,Confidence\n";
|
| 357 |
+
items.forEach(item => {
|
| 358 |
+
const gesture = item.querySelector('span:first-child').textContent;
|
| 359 |
+
const time = item.querySelector('.item-time').textContent;
|
| 360 |
+
const conf = item.querySelector('span:last-child').textContent;
|
| 361 |
+
csv += `${time},${gesture},${conf}\n`;
|
| 362 |
+
});
|
| 363 |
+
|
| 364 |
+
const blob = new Blob([csv], { type: 'text/csv' });
|
| 365 |
+
const url = window.URL.createObjectURL(blob);
|
| 366 |
+
const a = document.createElement('a');
|
| 367 |
+
a.setAttribute('hidden', '');
|
| 368 |
+
a.setAttribute('href', url);
|
| 369 |
+
a.setAttribute('download', `cvslr_session_${new Date().getTime()}.csv`);
|
| 370 |
+
document.body.appendChild(a);
|
| 371 |
+
a.click();
|
| 372 |
+
document.body.removeChild(a);
|
| 373 |
+
}
|
| 374 |
+
|
| 375 |
+
function openAboutModal() {
|
| 376 |
+
document.getElementById('about-modal').style.display = 'flex';
|
| 377 |
+
}
|
| 378 |
+
|
| 379 |
+
function closeAboutModal() {
|
| 380 |
+
document.getElementById('about-modal').style.display = 'none';
|
| 381 |
+
}
|
| 382 |
+
|
| 383 |
+
// Close modal on outside click
|
| 384 |
+
window.onclick = function (event) {
|
| 385 |
+
const modal = document.getElementById('about-modal');
|
| 386 |
+
if (event.target == modal) {
|
| 387 |
+
closeAboutModal();
|
| 388 |
+
}
|
| 389 |
+
}
|
| 390 |
+
|
| 391 |
+
function updateStatus() {
|
| 392 |
+
fetch('/api/status')
|
| 393 |
+
.then(response => response.json())
|
| 394 |
+
.then(data => {
|
| 395 |
+
// Update Gesture Name (HUD)
|
| 396 |
+
const gestureEl = document.getElementById('hud-gesture');
|
| 397 |
+
const confEl = document.getElementById('confidence-val');
|
| 398 |
+
|
| 399 |
+
if (data.gesture) {
|
| 400 |
+
const gestureName = data.gesture.toUpperCase().replace(/_/g, ' ');
|
| 401 |
+
|
| 402 |
+
gestureEl.textContent = gestureName;
|
| 403 |
+
|
| 404 |
+
// Add animation class briefly
|
| 405 |
+
const hudPill = document.getElementById('hud-pill');
|
| 406 |
+
hudPill.classList.add('pulse');
|
| 407 |
+
setTimeout(() => hudPill.classList.remove('pulse'), 300);
|
| 408 |
+
|
| 409 |
+
const confVal = (data.confidence * 100).toFixed(1);
|
| 410 |
+
confEl.textContent = confVal + '%';
|
| 411 |
+
|
| 412 |
+
// Update Radial Gauge
|
| 413 |
+
const circle = document.getElementById('gauge-progress');
|
| 414 |
+
const radius = circle.r.baseVal.value;
|
| 415 |
+
const circumference = 2 * Math.PI * radius;
|
| 416 |
+
const offset = circumference - (data.confidence * circumference);
|
| 417 |
+
circle.style.strokeDashoffset = offset;
|
| 418 |
+
|
| 419 |
+
// Change gauge color based on confidence
|
| 420 |
+
if (data.confidence > 0.85) circle.style.stroke = 'var(--success)';
|
| 421 |
+
else if (data.confidence > 0.6) circle.style.stroke = 'var(--active)';
|
| 422 |
+
else circle.style.stroke = 'var(--warning)';
|
| 423 |
+
|
| 424 |
+
// Logic for logging: Log if it's a new gesture and high confidence
|
| 425 |
+
if (gestureName !== lastLoggedGesture && data.confidence > 0.85 && gestureName !== 'UNKNOWN') {
|
| 426 |
+
lastLoggedGesture = gestureName;
|
| 427 |
+
addToLog(gestureName, confVal + '%');
|
| 428 |
+
}
|
| 429 |
}
|
|
|
|
| 430 |
|
| 431 |
+
// Update Top Predictions (Restored Feature)
|
| 432 |
+
const listEl = document.getElementById('top-predictions');
|
| 433 |
+
listEl.innerHTML = '';
|
| 434 |
+
if (data.top_3 && data.top_3.length > 0) {
|
| 435 |
+
data.top_3.forEach(item => {
|
| 436 |
+
if (item.prob > 0) {
|
| 437 |
+
const div = document.createElement('div');
|
| 438 |
+
div.className = 'pred-item';
|
| 439 |
+
const name = item.name.replace(/_/g, ' ');
|
| 440 |
+
const prob = (item.prob * 100).toFixed(2);
|
| 441 |
+
|
| 442 |
+
div.innerHTML = `
|
| 443 |
+
<span>${name}</span>
|
| 444 |
+
<div style="display:flex; align-items:center; gap:0.5rem;">
|
| 445 |
+
<span>${prob}%</span>
|
| 446 |
+
<div class="pred-bar-bg">
|
| 447 |
+
<div class="pred-bar" style="width: ${prob}%"></div>
|
| 448 |
+
</div>
|
| 449 |
+
</div>
|
| 450 |
+
`;
|
| 451 |
+
listEl.appendChild(div);
|
| 452 |
+
}
|
| 453 |
+
});
|
| 454 |
+
}
|
| 455 |
+
})
|
| 456 |
+
.catch(err => console.error(err));
|
| 457 |
+
}
|
| 458 |
|
| 459 |
+
setInterval(updateStatus, 150);
|
| 460 |
+
document.getElementById('video-feed').classList.add('active'); // Init active
|
| 461 |
+
</script>
|
| 462 |
+
<!-- ABOUT MODAL -->
|
| 463 |
+
<div id="about-modal" class="modal">
|
| 464 |
+
<div class="modal-content glass-panel">
|
| 465 |
+
<span class="modal-close" onclick="closeAboutModal()">×</span>
|
| 466 |
+
<div class="modal-title">ABOUT WQF7006 SYSTEM</div>
|
| 467 |
+
|
| 468 |
+
<div style="font-size: 0.95rem; color: var(--accent-secondary); line-height: 1.6;">
|
| 469 |
+
<p style="margin-bottom: 1rem;">
|
| 470 |
+
<strong>WQF7006</strong> (Computer Vision Sign Language Recognition) is an advanced AI system
|
| 471 |
+
developed by <strong>OCC2 Group 4 (Vision)</strong> at the University of Malaya.
|
| 472 |
+
</p>
|
| 473 |
+
|
| 474 |
+
<h3 style="color: var(--accent-primary); margin: 1.5rem 0 0.5rem; font-size: 1rem;">Core Technology
|
| 475 |
+
</h3>
|
| 476 |
+
<p>Hybrid <strong>CNN-Transformer</strong> architecture optimized for spatial-temporal sign language
|
| 477 |
+
features.</p>
|
| 478 |
+
|
| 479 |
+
<h3 style="color: var(--accent-primary); margin: 1.5rem 0 0.5rem; font-size: 1rem;">How to Use</h3>
|
| 480 |
+
<ul style="padding-left: 1.2rem;">
|
| 481 |
+
<li><strong>Live Camera</strong>: Real-time recognition using your webcam.</li>
|
| 482 |
+
<li><strong>Upload Video</strong>: Processes video files using a 30-frame sliding window for
|
| 483 |
+
continuous gloss prediction.</li>
|
| 484 |
+
<li><strong>Batch Playlist</strong>: Queue multiple videos for sequential processing.</li>
|
| 485 |
+
</ul>
|
| 486 |
+
|
| 487 |
+
<h3 style="color: var(--accent-primary); margin: 1.5rem 0 0.5rem; font-size: 1rem;">Key Features
|
| 488 |
+
</h3>
|
| 489 |
+
<ul style="padding-left: 1.2rem;">
|
| 490 |
+
<li>Supports 50 Malaysian Sign Language (MSL) glosses.</li>
|
| 491 |
+
<li>Continuous prediction with sliding window logic.</li>
|
| 492 |
+
<li>Premium dashboard with real-time confidence visualization.</li>
|
| 493 |
+
</ul>
|
| 494 |
+
</div>
|
| 495 |
+
|
| 496 |
+
<div
|
| 497 |
+
style="margin-top: 2rem; padding-top: 1rem; border-top: 1px solid var(--nav-border); font-size: 0.8rem; text-align: center;">
|
| 498 |
+
© 2026 Department of AI, University Malaya
|
| 499 |
+
</div>
|
| 500 |
+
</div>
|
| 501 |
+
</div>
|
| 502 |
</body>
|
| 503 |
|
| 504 |
</html>
|
video_processor.py
CHANGED
|
@@ -159,6 +159,61 @@ GESTURE_NAMES = {
|
|
| 159 |
49: 'tandas'
|
| 160 |
}
|
| 161 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 162 |
class GestureRecognizer:
|
| 163 |
def __init__(self, model_path='best_cnn_transformer_hybrid.pth'):
|
| 164 |
self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|
|
|
|
| 159 |
49: 'tandas'
|
| 160 |
}
|
| 161 |
|
| 162 |
+
# English translations for Malaysian Sign Language gestures
|
| 163 |
+
GESTURE_TRANSLATIONS = {
|
| 164 |
+
'abang': 'Brother',
|
| 165 |
+
'anak_lelaki': 'Son',
|
| 166 |
+
'anak_perempuan': 'Daughter',
|
| 167 |
+
'apa': 'What',
|
| 168 |
+
'apa_khabar': 'How are you',
|
| 169 |
+
'assalamualaikum': 'Peace be upon you',
|
| 170 |
+
'ayah': 'Father',
|
| 171 |
+
'bagaimana': 'How',
|
| 172 |
+
'bahasa_isyarat': 'Sign Language',
|
| 173 |
+
'baik': 'Good',
|
| 174 |
+
'bapa_saudara': 'Uncle',
|
| 175 |
+
'beli': 'Buy',
|
| 176 |
+
'beli_2': 'Buy (variant)',
|
| 177 |
+
'berapa': 'How much',
|
| 178 |
+
'bila': 'When',
|
| 179 |
+
'bomba': 'Firefighter',
|
| 180 |
+
'buat': 'Do/Make',
|
| 181 |
+
'emak': 'Mother',
|
| 182 |
+
'emak_saudara': 'Aunt',
|
| 183 |
+
'hari': 'Day',
|
| 184 |
+
'hi': 'Hi',
|
| 185 |
+
'hujan': 'Rain',
|
| 186 |
+
'jahat': 'Bad',
|
| 187 |
+
'jangan': 'Don\'t',
|
| 188 |
+
'kakak': 'Sister',
|
| 189 |
+
'keluarga': 'Family',
|
| 190 |
+
'kereta': 'Car',
|
| 191 |
+
'lelaki': 'Male',
|
| 192 |
+
'lemak': 'Fat',
|
| 193 |
+
'main': 'Play',
|
| 194 |
+
'mana': 'Where',
|
| 195 |
+
'masalah': 'Problem',
|
| 196 |
+
'nasi': 'Rice',
|
| 197 |
+
'nasi_lemak': 'Nasi Lemak',
|
| 198 |
+
'panas': 'Hot',
|
| 199 |
+
'panas_2': 'Hot (variant)',
|
| 200 |
+
'pandai': 'Smart',
|
| 201 |
+
'pandai_2': 'Smart (variant)',
|
| 202 |
+
'payung': 'Umbrella',
|
| 203 |
+
'perempuan': 'Female',
|
| 204 |
+
'perlahan': 'Slow',
|
| 205 |
+
'perlahan_2': 'Slow (variant)',
|
| 206 |
+
'pinjam': 'Borrow',
|
| 207 |
+
'polis': 'Police',
|
| 208 |
+
'pukul': 'Hit/Time',
|
| 209 |
+
'ribut': 'Storm',
|
| 210 |
+
'saudara': 'Sibling',
|
| 211 |
+
'sejuk': 'Cold',
|
| 212 |
+
'siapa': 'Who',
|
| 213 |
+
'tandas': 'Toilet',
|
| 214 |
+
'Unknown': 'Unknown'
|
| 215 |
+
}
|
| 216 |
+
|
| 217 |
class GestureRecognizer:
|
| 218 |
def __init__(self, model_path='best_cnn_transformer_hybrid.pth'):
|
| 219 |
self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
|