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[Discussion] How to get generalization across camera parameters?

If I want to perform some computer vision task using CNN (let’s say segmentation), how can I ensure that I can get generalization across images that were captured using another camera(with different intrinsic matrix)? I tried using a learned semantic segmentation model on my own camera images and it failed terribly. I suspect this is because the convolution filters are overfitted to the particular resolution (fx, fy) we trained our model on.

submitted by /u/therumsticks
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.