01/01/2024
Embarking on an innovative journey to revolutionize defect detection in the automotive industry! 🛠️ Here's a glimpse into our Proof of Concept (POC) development project
📊 Data Collection & Preprocessing:
Extracting frames from 360-degree videos to categorize them based on car parts. Our estimated time:
🖍️ Data Annotation:
Setting up annotation tools, manually annotating frames for scratches/dents, and ensuring data consistency. Estimated time.
🧠 Model Development:
Selecting the optimal CNN architecture, preparing data for training, and iterating to enhance model performance. Estimated time.
🎥 Video Processing:
Extracting frames from new videos, detecting defects, and reconstructing videos with highlighted defects. Estimated time.
🚀 Deployment:
Developing an API, deploying it on the cloud, and ensuring robust testing for scalability and performance. Estimated time.
👏 Thrilled to share our estimated POC development time frame: 164 hours! 👏
This journey blends cutting-edge technology, data precision, and a dedicated team's passion for reshaping automotive quality control. Stay tuned for updates as we advance towards deploying defect-detection solutions that redefine industry standards! 🌐🔧
