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Convolution - A new visualisation and intuition plus examples.

PUMA Microscope 615 10 months ago
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Here I explain the concept of discrete image convolution with a new visualisation and examples. I also illustrate the properties of convolution. CONTENTS ======== 00:00 Intro 00:37 Images as functions 04:02 Terms and Symbols used in Convolution 06:18 The Convolution Process 09:18 A new way to look at convolution - integral transform projection 10:59 Examples 1 - Spatially invariant PSF and blurring 13:38 Properties of convolution 16:52 Examples 2 - Spatially variant PSF and sharpening 19:03 Inverse filtering and deconvolution (Intro) 20:36 Conclusions SUPPORT PUMA ============ PUMA is an open source microscopy project. You can help support the project by: 1. Become a Patron: https://www.patreon.com/PUMAMicroscope 2. Donate via PayPal: https://www.paypal.com/donate/?hosted_button_id=NPMYJKJATDLQ4 3. Simply subscribing to this YouTube channel, like, comment and share these videos. 4. Spread the word - post the news about PUMA and link to this YouTube channel on your social media sites and any other outreach method (tell your friends, colleagues, students or teachers and lecturers about PUMA, for example). 5. Consider purchasing your optics and related supplies from our affiliated online optics store, OptArc.co.uk ( https://www.optarc.co.uk/ ) --- OTHER LINKS =========== My preprint on integral transform deconvolution: https://hal.science/hal-04489222/file/PJT_IntegralTfrm_Manuscript.pdf The deconvolve.net website: https://www.optarc.co.uk/deconvolve/ FOR FURTHER INFORMATION ======================= 1. Open access write-up about PUMA on the FreeCAD blog: https://blog.freecad.org/2023/02/13/a-research-grade-open-source-microscope-made-with-freecad/ 2. The official PUMA GitHub page where you can download the specs and source files to build or customise your own PUMA system: https://github.com/TadPath/PUMA 3. The scientific peer reviewed publication on PUMA that was published in 2021 in the Journal of Microscopy (a journal of the Royal Microscopical Society) available here: https://pubmed.ncbi.nlm.nih.gov/34151425/ https://onlinelibrary.wiley.com/doi/10.1111/jmi.13043 Thanks for your interest in the PUMA microscope system. PJT 11/04/24

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