Workshop: Computer Vision for Industrial Inspection

• Learn how to create an end-to-end hardware-accelerated industrial inspection pipeline to automate defect detection.
• Use real NVIDIA production data set as an example to apply the application to different manufacturing use cases.
• Extract meaningful insights from the provided data set using pandas.

Introduction

This workshop focuses on teaching participants how to create a computer vision pipeline for industrial inspection. It covers the use of hardware acceleration and real production data sets from NVIDIA to build a system for automating defect detection. Participants will also learn how to extract useful information from the data using the pandas library.

Overview of Industrial Inspection Pipeline

Participants will gain an understanding of the different steps involved in an industrial inspection pipeline. This includes tasks such as image preprocessing, defect detection, and classification.

Hardware Acceleration for Performance

To improve performance and speed up the inspection process, participants will be introduced to the concept of hardware acceleration. They will learn how to use hardware accelerators, such as GPUs, to optimize their computer vision pipeline.

Real Production Data Set from NVIDIA

Participants will be provided with a real data set from NVIDIA's production line. This data set serves as an example to showcase the capabilities of the industrial inspection pipeline. Participants will learn how to preprocess the data and train models using this data set.

Applying the Pipeline to Manufacturing Use Cases

The workshop will demonstrate how the industrial inspection pipeline can be applied to various manufacturing use cases. Participants will learn how to adapt the pipeline to different scenarios and optimize it for specific defect detection tasks.

Extracting Insights with pandas

Using the pandas library, participants will learn how to extract meaningful insights from the provided data set. They will learn various data analysis techniques and how to visualize the results to gain a better understanding of the inspection process.

Conclusion

By the end of the workshop, participants will have gained the knowledge and skills to create an end-to-end hardware-accelerated industrial inspection pipeline. They will understand how to apply the pipeline to different manufacturing use cases and extract valuable insights from the data.