r/FPGA • u/Willing_Test643 • 1h ago
Advice / Help Best courses and learning resources for camera ISP fundamentals, especially for ADAS?
Hi everyone,
I work in automotive software and want to build a solid understanding of Image Signal Processing (ISP) for ADAS cameras. I’m new to ISP, and I find vendor documentation difficult to follow without understanding the basics first.
I’m looking for a structured learning path covering:
Camera fundamentals: How image sensors work, RAW images, Bayer patterns, exposure, gain, and noise.
ISP pipeline: Demosaicing, white balance, noise reduction, color correction, HDR, and tone mapping.
ISP tuning: How to evaluate image quality and understand the trade-offs between different settings.
ADAS applications: How ISP settings affect object detection and perception, especially in low light or high-contrast scenes.
Which courses, books, YouTube playlists, or practical tutorials would you recommend? Free and paid options are both welcome. Hands-on exercises using RAW images, Python, or OpenCV would be especially helpful.
If you work in automotive imaging, where would you start, and in what order would you learn these topics? Please share links or resource names.
Thanks!