Defect Detection Computer Vision Project

Here are a few use cases for this project:

1. Manufacturing Quality Control: The "Defect Detection" model can be used in production lines to inspect products, such as bottles or metallic containers, in real-time. The model can automatically flag or reject items with unacceptable dents or identify those with marginal dents for further inspection, ensuring only those with acceptable dents reach the consumers.

2. Automotive Industry: This model can be employed in the automotive sector for detecting dents and assessing the extent of damage in vehicles post-manufacturing or after collisions. It can help workshops and insurance companies estimate repair costs by classifying the severity of the dent.

3. Warehousing and Storage: The "Defect Detection" model can be used to monitor the quality and integrity of products during storage and handling in warehouses. Items with severe or marginal dents can be separated, and the cause of the damage can be investigated to prevent similar issues in the future.

4. Packaging Industry: The model can be applied to check the quality of packaging materials, such as cans or cardboard boxes, before they are used to package products. By identifying the dent class, businesses can decide whether to use or discard the packaging material, ensuring a better customer experience.

5. Public Transportation Maintenance: The "Defect Detection" model can assist in identifying dents and damages on the exteriors of trains, buses, or trams. By classifying the dents, maintenance teams can prioritize repairs and replacements of the affected parts, ensuring the safety and appearance of public transport vehicles.