Image Processing with CUDA

Overview

Apply your CUDA skills to image buffers by processing pixels on the GPU. You will map RGB data to threads, handle boundary conditions, and build a pipeline chaining grayscale conversion and Sobel edge detection.

Finally, you will validate and export results, mastering real-world GPU image manipulation.

Syllabus

• Unit 1: RGB To Grayscale Conversion
Seeing Brightness Correctly
Guarding Every Pixel
Finding Pixels in Memory
Making Space on Gpu
Checking the Final Result
Pixels Into Shades
Scaling Grayscale Images
• Unit 2: Implementing a Blur Filter
Guarding Blur Edges
Threads Into Pixels
Building the Blur Window
Blur Averaging Check
Pixels in Memory
• Unit 3: Image Filter Pipeline
Sharpening the Image Pipeline
Sobel Edge Strength
Keeping the Pipeline Alive
Sobel Neighborhood Pass

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Subjects

Artificial Intelligence