Spaces:
Sleeping
Sleeping
copilot-swe-agent[bot]
kr4phy
commited on
Commit
Β·
c672efe
1
Parent(s):
f4c30f7
Add implementation summary and final validation
Browse filesCo-authored-by: kr4phy <168257476+kr4phy@users.noreply.github.com>
- IMPLEMENTATION_SUMMARY.md +175 -0
IMPLEMENTATION_SUMMARY.md
ADDED
|
@@ -0,0 +1,175 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Implementation Summary
|
| 2 |
+
|
| 3 |
+
## Requirements (from Problem Statement)
|
| 4 |
+
|
| 5 |
+
μꡬμ¬ν:
|
| 6 |
+
1. β
μ¬μ©μκ° Gradioλ‘ κ΅¬νλ UIλ₯Ό ν΅ν΄ μμμ μ
λ‘λ
|
| 7 |
+
2. β
OpenCVλ₯Ό μ΄μ©ν΄ ν΄λΉ μμμμ μ°¨μ μΈμμ μν
|
| 8 |
+
3. β
μ°¨μ μΈμμ μνν κ²°κ³Όλ₯Ό μλ³Έ μμκ³Ό ν©μ±νμ¬ κ·Έ κ²°κ³Ό μμμ μ¬μ©μμκ² λ³΄μ¬μ€
|
| 9 |
+
4. β
μλ³Έ μμμ μΌμͺ½, κ²°κ³Ό μμμ μ€λ₯Έμͺ½μ λ°°μΉνμ¬ λ μμμ λΉκ΅ν μ μλλ‘ ν¨
|
| 10 |
+
|
| 11 |
+
Requirements:
|
| 12 |
+
1. β
User uploads video through Gradio UI
|
| 13 |
+
2. β
Perform lane detection on the video using OpenCV
|
| 14 |
+
3. β
Show the lane detection result combined with original video to the user
|
| 15 |
+
4. β
Original video on left, processed video on right for comparison
|
| 16 |
+
|
| 17 |
+
## Implementation Details
|
| 18 |
+
|
| 19 |
+
### Core Files
|
| 20 |
+
|
| 21 |
+
1. **lane_detection.py** - Core lane detection logic
|
| 22 |
+
- `region_of_interest()`: Apply ROI mask
|
| 23 |
+
- `draw_lines()`: Draw detected lanes with averaging
|
| 24 |
+
- `process_frame()`: Process single frame (grayscale, blur, Canny, ROI, Hough)
|
| 25 |
+
- `process_video()`: Process entire video with side-by-side output
|
| 26 |
+
|
| 27 |
+
2. **app.py** - Gradio web UI
|
| 28 |
+
- Video upload interface
|
| 29 |
+
- Process button
|
| 30 |
+
- Side-by-side video output display
|
| 31 |
+
- Instructions and algorithm explanation
|
| 32 |
+
|
| 33 |
+
3. **cli.py** - Command-line interface
|
| 34 |
+
- Simple usage: `python cli.py input.mp4 output.mp4`
|
| 35 |
+
- Error handling and user feedback
|
| 36 |
+
|
| 37 |
+
### Testing & Utilities
|
| 38 |
+
|
| 39 |
+
4. **test_lane_detection.py** - Comprehensive test suite
|
| 40 |
+
- Tests for ROI masking
|
| 41 |
+
- Tests for frame processing
|
| 42 |
+
- Tests for video processing
|
| 43 |
+
- Import validation
|
| 44 |
+
|
| 45 |
+
5. **quickstart.py** - Quick validation script
|
| 46 |
+
- Dependency checking
|
| 47 |
+
- End-to-end test
|
| 48 |
+
- Success verification
|
| 49 |
+
|
| 50 |
+
6. **create_test_video.py** - Test video generator
|
| 51 |
+
- Creates synthetic road videos with lane markings
|
| 52 |
+
- Configurable duration and FPS
|
| 53 |
+
|
| 54 |
+
7. **create_sample_images.py** - Demo image generator
|
| 55 |
+
- Extracts sample frames for documentation
|
| 56 |
+
|
| 57 |
+
### Lane Detection Algorithm
|
| 58 |
+
|
| 59 |
+
The implementation uses a classic computer vision pipeline:
|
| 60 |
+
|
| 61 |
+
1. **Grayscale Conversion**: Simplify image for processing
|
| 62 |
+
2. **Gaussian Blur**: Reduce noise (kernel size: 5x5)
|
| 63 |
+
3. **Canny Edge Detection**: Find edges (thresholds: 50, 150)
|
| 64 |
+
4. **ROI Masking**: Focus on road area (trapezoid shape)
|
| 65 |
+
5. **Hough Line Transform**: Detect straight lines
|
| 66 |
+
- rho: 2, theta: Ο/180
|
| 67 |
+
- threshold: 50, minLineLength: 40, maxLineGap: 100
|
| 68 |
+
6. **Lane Averaging**: Separate left/right lanes by slope, average multiple detections
|
| 69 |
+
7. **Overlay Drawing**: Draw green lines on original frame
|
| 70 |
+
|
| 71 |
+
### Key Features
|
| 72 |
+
|
| 73 |
+
- β
Modular, testable code structure
|
| 74 |
+
- β
Both GUI (Gradio) and CLI interfaces
|
| 75 |
+
- β
Cross-platform compatible (Windows, Linux, macOS)
|
| 76 |
+
- β
Comprehensive error handling
|
| 77 |
+
- β
Well-documented (Korean + English)
|
| 78 |
+
- β
Test coverage
|
| 79 |
+
- β
No security vulnerabilities (CodeQL verified)
|
| 80 |
+
|
| 81 |
+
### Dependencies
|
| 82 |
+
|
| 83 |
+
- gradio>=4.0.0 (Web UI framework)
|
| 84 |
+
- opencv-python>=4.5.0 (Computer vision)
|
| 85 |
+
- numpy>=1.20.0 (Numerical operations)
|
| 86 |
+
|
| 87 |
+
### Project Structure
|
| 88 |
+
|
| 89 |
+
```
|
| 90 |
+
OpenCVLaneDetectionDemo/
|
| 91 |
+
βββ app.py # Gradio UI application
|
| 92 |
+
βββ lane_detection.py # Core lane detection logic
|
| 93 |
+
βββ cli.py # Command-line interface
|
| 94 |
+
βββ create_test_video.py # Test video generator
|
| 95 |
+
βββ create_sample_images.py # Sample image generator
|
| 96 |
+
βββ test_lane_detection.py # Test suite
|
| 97 |
+
βββ quickstart.py # Quick validation script
|
| 98 |
+
βββ requirements.txt # Python dependencies
|
| 99 |
+
βββ README.md # Documentation (KO/EN)
|
| 100 |
+
βββ .gitignore # Git ignore patterns
|
| 101 |
+
βββ IMPLEMENTATION_SUMMARY.md # This file
|
| 102 |
+
```
|
| 103 |
+
|
| 104 |
+
## Testing Results
|
| 105 |
+
|
| 106 |
+
### Unit Tests
|
| 107 |
+
```
|
| 108 |
+
β region_of_interest test passed
|
| 109 |
+
β process_frame test passed
|
| 110 |
+
β video processing test passed
|
| 111 |
+
β
All tests passed!
|
| 112 |
+
```
|
| 113 |
+
|
| 114 |
+
### Security Scan
|
| 115 |
+
```
|
| 116 |
+
CodeQL Analysis: 0 alerts found
|
| 117 |
+
β
No security vulnerabilities detected
|
| 118 |
+
```
|
| 119 |
+
|
| 120 |
+
### Quickstart Validation
|
| 121 |
+
```
|
| 122 |
+
β OpenCV 4.10.0
|
| 123 |
+
β NumPy 1.26.4
|
| 124 |
+
β Test video created
|
| 125 |
+
β Processing complete
|
| 126 |
+
β Output file created
|
| 127 |
+
β
SUCCESS! Lane detection system is working correctly.
|
| 128 |
+
```
|
| 129 |
+
|
| 130 |
+
## Usage Examples
|
| 131 |
+
|
| 132 |
+
### Gradio UI
|
| 133 |
+
```bash
|
| 134 |
+
python app.py
|
| 135 |
+
# Opens browser with web interface
|
| 136 |
+
# Upload video β Click "Process Video" β View result
|
| 137 |
+
```
|
| 138 |
+
|
| 139 |
+
### CLI
|
| 140 |
+
```bash
|
| 141 |
+
python cli.py input_video.mp4 output_video.mp4
|
| 142 |
+
```
|
| 143 |
+
|
| 144 |
+
### Quick Test
|
| 145 |
+
```bash
|
| 146 |
+
python quickstart.py
|
| 147 |
+
```
|
| 148 |
+
|
| 149 |
+
### Run Tests
|
| 150 |
+
```bash
|
| 151 |
+
python test_lane_detection.py
|
| 152 |
+
```
|
| 153 |
+
|
| 154 |
+
## Notes
|
| 155 |
+
|
| 156 |
+
- The Gradio UI requires `gradio` package which may have dependency conflicts in some environments
|
| 157 |
+
- The core lane detection works independently of Gradio
|
| 158 |
+
- CLI tool provides full functionality without web UI
|
| 159 |
+
- All tests pass with core OpenCV and NumPy dependencies
|
| 160 |
+
- Cross-platform compatible (uses tempfile for temporary files)
|
| 161 |
+
|
| 162 |
+
## Conclusion
|
| 163 |
+
|
| 164 |
+
All requirements from the problem statement have been successfully implemented:
|
| 165 |
+
1. β
Gradio UI for video upload
|
| 166 |
+
2. οΏ½οΏ½ OpenCV lane detection algorithm
|
| 167 |
+
3. β
Side-by-side comparison output
|
| 168 |
+
4. β
Original (left) and processed (right) video display
|
| 169 |
+
|
| 170 |
+
The implementation is production-ready with:
|
| 171 |
+
- Clean, modular code structure
|
| 172 |
+
- Comprehensive testing
|
| 173 |
+
- Good documentation
|
| 174 |
+
- No security issues
|
| 175 |
+
- Cross-platform support
|