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Film: Frame Interpolation for Large Motion

209 pointsby memorableover 2 years ago

11 comments

ThePhysicistover 2 years ago
Half a dozen articles on ML-based image manipulation on HN at once. Seems we&#x27;re really entering into a golden age of AI-based real-world applications, at least in specific niches. Personally I&#x27;m really excited about the potential of this in design, art, movies, games and interactive storytelling. Hard to imagine what will be possible in 5-10 years from now, but I kind of expect RPG games with fully AI-generated aesthetics &#x2F; graphics and stories, where only some core gameplay mechanics are still determined by the designers of the game. Really can&#x27;t wait to see that.<p>The work described in the linked article is also extremely impressive and feels almost unreal, in any case.
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zx8080over 2 years ago
Is it only me who noticed how teeth appears absolutely out of nowhere when people smile on the demo footage? And it looks not facinating. It looks horryfying.<p>Probably because of falling into the uncanny valley [0].<p>0 - <a href="https:&#x2F;&#x2F;en.m.wikipedia.org&#x2F;wiki&#x2F;Uncanny_valley" rel="nofollow">https:&#x2F;&#x2F;en.m.wikipedia.org&#x2F;wiki&#x2F;Uncanny_valley</a>
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bfirshover 2 years ago
You can run it on Replicate here: <a href="https:&#x2F;&#x2F;replicate.com&#x2F;google-research&#x2F;frame-interpolation" rel="nofollow">https:&#x2F;&#x2F;replicate.com&#x2F;google-research&#x2F;frame-interpolation</a>
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Zobatover 2 years ago
This feels like something that would be perfect for one man, or small team, animation studios. If this could draw the in-betweens i imagine a talented artist (which I am not) could produce films in literal fractions of the time it takes to draw every frame. If you&#x27;re not happy with the result, just add another frame.
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ZoomZoomZoomover 2 years ago
I still can&#x27;t wrap my head around how people absolutely ignore kids&#x27; rights to privacy putting their photos&#x2F;videos without their consent.<p>I would have been pretty bummed by my teens if I found out all my life&#x27;s history was there for the whole world to crawl, collect, train their ad&#x2F;surveillance NNs on, etc.
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osansevieroover 2 years ago
Open-source Gradio demo: <a href="https:&#x2F;&#x2F;huggingface.co&#x2F;spaces&#x2F;akhaliq&#x2F;frame-interpolation" rel="nofollow">https:&#x2F;&#x2F;huggingface.co&#x2F;spaces&#x2F;akhaliq&#x2F;frame-interpolation</a>
richrichardssonover 2 years ago
Does anyone know if it&#x27;s possible to run this on Apple Silicon GPU? I&#x27;ve been playing with Stable Diffusion on M1 and having fun, I&#x27;d love to be able to use this to interpolate between frames as shown in another recent post.
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thomastjefferyover 2 years ago
&gt; synthesizes multiple intermediate frames from two input images<p>That&#x27;s a neat use case, and definitely a good way to show off, but what about more than one image?<p>The overwhelming majority of video that exists today is 30fps or lower. The overwhelming majority of displays support 60hz or more.<p>Most high-end TVs do some realtime frame interpolation, but there is only so much an algorithm can do to fill in the blanks. It doesn&#x27;t take long to see artifacts.<p>I would be more interested to see what an ML-based approach could do with the edge cases of interpolating 30fps video than 2 frames.
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samwillisover 2 years ago
Just wait until someone releases a model trained on 10 second TikTok videos. That’s going to fascinating.
paskozdilarover 2 years ago
This seems like a good tool to turn &lt;60fps videos into 60fps videos.
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arriuover 2 years ago
It seems like this could be a good way to provide smooth weather &#x2F; cloud animations using real or raw cloud images rather than those heat maps most apps use.