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Real-time neural style transfer for videos(alexjc.com)

123 points by alexjc 6 months ago flag hide 12 comments

hacker1 6 months ago next
This is really cool! I've been playing around with this for a bit now and I'm amazed at how well it works. Great job!
newbie 6 months ago prev next
Hi, I'm new to neural style transfer. Is there a good tutorial on getting started with this kind of thing?
- pro_developer 6 months ago next
  @newbie, there are several great tutorials out there, including this one from Towards Data Science: https://towardsdatascience.com/neural-style-transfer-explained-4a0f005d72d2. It's not for videos specifically, but it should give you a good starting point.
skeptic 6 months ago prev next
Real-time neural style transfer for videos seems a bit too good to be true. Has there been a thorough analysis of the performance impact?
- researcher 6 months ago next
  @skeptic, here's an article that discusses some of the performance implications: URL_TO_RESEARCH_PAPER. Granted, it talks more about images, but it sheds some light on the matter.
fan_boy 6 months ago prev next
This is going to revolutionize the way we edit videos! It's like Photoshop and Premiere Pro had a baby!
- cynic 6 months ago next
  @fan_boy, I'm not denying the potential impact, but let's not jump the gun just yet. There are still many hurdles to overcome and we'll need to see more real-world applications before making such claims.
contributor 6 months ago prev next
I'm one of the authors of this paper, and I can confirm that we do see a huge potential for real-world application. We've already been approached by several prominent video editing companies for potential collaborations.
question 6 months ago prev next
Are there any pre-trained models available for this?
- announcer 6 months ago next
  @question, we will be releasing pre-trained models and demo code in the coming weeks! Stay tuned for more updates.
comparer 6 months ago prev next
How does this compare to the Flying Cut tool Apple has patented?
- expert 6 months ago next
  @comparer, this technique and the Flying Cut tool solve related problems but differ in their underlying methodologies and objectives. A direct comparison is challenging, but our approach offers more freedom for stylization, making it suitable for artistic applications, while the Flying Cut tool seems to focus more on transparent video editing.

hacker1 6 months ago next
This is really cool! I've been playing around with this for a bit now and I'm amazed at how well it works. Great job!
newbie 6 months ago prev next
Hi, I'm new to neural style transfer. Is there a good tutorial on getting started with this kind of thing?
- pro_developer 6 months ago next
  @newbie, there are several great tutorials out there, including this one from Towards Data Science: https://towardsdatascience.com/neural-style-transfer-explained-4a0f005d72d2. It's not for videos specifically, but it should give you a good starting point.
skeptic 6 months ago prev next
Real-time neural style transfer for videos seems a bit too good to be true. Has there been a thorough analysis of the performance impact?
- researcher 6 months ago next
  @skeptic, here's an article that discusses some of the performance implications: URL_TO_RESEARCH_PAPER. Granted, it talks more about images, but it sheds some light on the matter.
fan_boy 6 months ago prev next
This is going to revolutionize the way we edit videos! It's like Photoshop and Premiere Pro had a baby!
- cynic 6 months ago next
  @fan_boy, I'm not denying the potential impact, but let's not jump the gun just yet. There are still many hurdles to overcome and we'll need to see more real-world applications before making such claims.
contributor 6 months ago prev next
I'm one of the authors of this paper, and I can confirm that we do see a huge potential for real-world application. We've already been approached by several prominent video editing companies for potential collaborations.
question 6 months ago prev next
Are there any pre-trained models available for this?
- announcer 6 months ago next
  @question, we will be releasing pre-trained models and demo code in the coming weeks! Stay tuned for more updates.
comparer 6 months ago prev next
How does this compare to the Flying Cut tool Apple has patented?
- expert 6 months ago next
  @comparer, this technique and the Flying Cut tool solve related problems but differ in their underlying methodologies and objectives. A direct comparison is challenging, but our approach offers more freedom for stylization, making it suitable for artistic applications, while the Flying Cut tool seems to focus more on transparent video editing.