Anime4K, a real-time anime upscaling algorithm for video. Computer Science

Anime4K, a real-time anime upscaling algorithm for video.
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Anime4K, a real-time anime upscaling algorithm for video.

Posted: 14 Aug 2019 06:26 AM PDT

https://i.redd.it/kqe1zd181fg31.png

For usage instructions (if the reader wants to try it out for themselves), source code and implementation details (for the curious), please visit the GitHub repository.

HLSL Shaders are included for those who use MPC with madVR.

https://github.com/bloc97/Anime4K

Abstract

We present a state-of-the-art high-quality real-time SISR alorithm designed to work with japanese animation and cartoons that is extremely fast (~3ms with Vega 64 GPU), temporally coherent, simple to implement (~100 lines of code), yet very effective. We find it surprising that this method is not currently used 'en masse', since the intuition leading us to this algorithm is very straightforward.

Remarkably, the proposed method does not use any machine-learning or statistical approach, and is tailored to content that puts importance to well defined lines/edges while tolerates a sacrifice of the finer textures. The proposed algorithm can be quickly described as an iterative algorithm that treats color information as a heightmap and 'pushes' pixels towards probable edges using gradient-ascent. This is very likely what learning-based approaches are already doing under the hood (eg. VDSR^\1]), waifu2x^\2])).

submitted by /u/bloc97
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CSI vs CSE

Posted: 14 Aug 2019 03:43 PM PDT

I gotta choose btn csi & cse. Honestly lost I know the difference and all but don't know what to choose Help ?

submitted by /u/pinkberries68
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Is it hard to get into CS Masters program after Bachelors in EE?

Posted: 14 Aug 2019 01:39 PM PDT

My EE course currently doesn't offer any classes like algorithms, Theory of comp etc. We did learn some python,C and Java. Eventually in my third year i'll get to do embedded stuff and some communication classes. I can't take any minors or electives. Will i have to learn those topics in my own time?

Thanks.

submitted by /u/Tapesaviour
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Does Deep Learning Still Need Backpropagation?

Posted: 14 Aug 2019 12:21 PM PDT

submitted by /u/Yuqing7
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Need someone to URGENTLY read my personal statement to study computer science!

Posted: 14 Aug 2019 07:37 AM PDT

Is there anyone from the UK or anyone who has significant knowledge in personal statements for university be able to read through mine? Any help will be greatly appreciated!

submitted by /u/OFFICIAL_VINI
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Complete Python Course – Master Python 3 from Scratch

Posted: 11 Aug 2019 09:36 AM PDT

submitted by /u/jhncna
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These are some of the things i find to be most common in processor architectures. The smaller the bitwidth, the more this begins to look like a modified turing machine.

Posted: 10 Aug 2019 03:02 PM PDT

submitted by /u/TheRealOutsideTheBox
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How Command & Conquer punished the computers of the day [video]

Posted: 10 Aug 2019 04:38 PM PDT

submitted by /u/Xiphorian
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A nature paper describes an AI system that can predict acute kidney injury up to 48 hours before it occurs. The approach could help identify patients who are at risk & enable earlier treatment.

Posted: 08 Aug 2019 11:11 PM PDT