Intelligent Construction Site Safety Report Generator
Intelligent construction site safety report generator using YOLO and GPT-4 for automated image analysis and report generation.
In the modern construction industry, safety is always the top priority. To enhance the efficiency and accuracy of construction site safety management, we have developed an intelligent construction site safety report generator. This tool combines computer vision and artificial intelligence technologies to automatically analyze construction site images, generate detailed safety reports, and provide improvement suggestions. This article will detail the development process, features, and usage of this tool.
You can see the effect in the following video：
You can view the generated security report at the following link：
Report
Project Background
Construction site safety management involves a large amount of image data, and traditional analysis methods are time-consuming and prone to errors. To address this issue, we decided to develop an automated tool that can quickly and accurately analyze construction site images and generate detailed safety reports. The core technologies of this tool include the YOLO (You Only Look Once) object detection model and OpenAI's GPT-4 model.
Technical Architecture
YOLO Object Detection Model: We use the YOLO model to identify and classify various objects in construction site images, such as excavators, safety helmets, gloves, etc. The YOLO model is efficient and accurate, capable of processing large amounts of image data in real-time.
OpenAI GPT-4 Model: When generating safety reports, we use OpenAI's GPT-4 model to summarize analysis results and provide improvement suggestions. The GPT-4 model can understand natural language and generate high-quality text content.
Tkinter Graphical User Interface: To facilitate user operation, we developed a graphical user interface (GUI) using the Tkinter library. Users can select image folders, set output paths, and start the processing process through this interface.
Features
Automatic Image Processing: Users only need to select the image folder, and the tool will automatically process all images, identify objects, and generate reports.
Detailed Report Generation: The tool generates detailed reports, including analysis results for each image, object classification statistics, and overall safety assessments.
AI Summary and Suggestions: Using the GPT-4 model to generate summaries and improvement suggestions, helping users better understand analysis results and take corresponding measures.
Time Recording: During the processing, the tool records the time of each operation, making it convenient for users to understand the processing progress.
Clear Function: Users can clear the AI report generation box at any time to restart the analysis.
Usage
Select Image Folder: Click the "Browse" button to select the folder containing construction site images.
Set Output Paths: Select the save paths for the identified images and the Markdown file.
Start Processing: Click the "Start Processing" button, and the tool will automatically process the images and generate reports.
View Reports: After processing, users can view detailed analysis results and improvement suggestions in the AI report generation box.
Clear Reports: If you need to restart the analysis, you can click the "Clear" button to clear the AI report generation box.
Project Summary
This intelligent construction site safety report generator not only improves the efficiency of construction site safety management but also significantly reduces the error rate of manual analysis. By combining advanced computer vision and artificial intelligence technologies, we have successfully developed a practical and efficient tool that provides strong support for safety management in the construction industry. In the future, we will continue to optimize and expand the functionality of this tool to meet the needs of more users.
Future Prospects
Multilingual Support: Add support for multiple languages to make the tool accessible to global users.
Real-Time Monitoring: Develop real-time monitoring functionality that can analyze images on-site and provide instant feedback.
Data Visualization: Enhance data visualization features to allow users to understand analysis results more intuitively.
Through continuous technological innovation and functional expansion, we believe that this intelligent construction site safety report generator will play an increasingly important role in the future construction industry.