Tuna Meral
@tmeral.bsky.social
CS PhD @Virginia Tech, Vision GenAI
Was working on making sense of images,
Now working on images making sense
https://tunahansalih.github.io
Was working on making sense of images,
Now working on images making sense
https://tunahansalih.github.io
📄 Check out the paper: arxiv.org/pdf/2412.05275
🎥 For more results: motionflow-diffusion.github.io
We’d love to hear your thoughts or questions.
Stay tuned for more from our team! 🚀
🎥 For more results: motionflow-diffusion.github.io
We’d love to hear your thoughts or questions.
Stay tuned for more from our team! 🚀
arxiv.org
December 11, 2024 at 1:19 AM
📄 Check out the paper: arxiv.org/pdf/2412.05275
🎥 For more results: motionflow-diffusion.github.io
We’d love to hear your thoughts or questions.
Stay tuned for more from our team! 🚀
🎥 For more results: motionflow-diffusion.github.io
We’d love to hear your thoughts or questions.
Stay tuned for more from our team! 🚀
📊 How does it compare? MotionFlow outperforms state-of-the-art methods like DMT, VMC, and others by balancing:
✅ Motion Fidelity (realistic motion)
✅ Temporal Consistency (smooth transitions)
✅ Text Alignment (prompt accuracy)
✅ Motion Fidelity (realistic motion)
✅ Temporal Consistency (smooth transitions)
✅ Text Alignment (prompt accuracy)
December 11, 2024 at 1:19 AM
📊 How does it compare? MotionFlow outperforms state-of-the-art methods like DMT, VMC, and others by balancing:
✅ Motion Fidelity (realistic motion)
✅ Temporal Consistency (smooth transitions)
✅ Text Alignment (prompt accuracy)
✅ Motion Fidelity (realistic motion)
✅ Temporal Consistency (smooth transitions)
✅ Text Alignment (prompt accuracy)
🧠 Core innovation? Instead of extensive training or fine-tuning, we extract motion dynamics from attention maps during test time.
This ensures:
✅ Fidelity to original motion
✅ Freedom to edit scene layout
This ensures:
✅ Fidelity to original motion
✅ Freedom to edit scene layout
December 11, 2024 at 1:19 AM
🧠 Core innovation? Instead of extensive training or fine-tuning, we extract motion dynamics from attention maps during test time.
This ensures:
✅ Fidelity to original motion
✅ Freedom to edit scene layout
This ensures:
✅ Fidelity to original motion
✅ Freedom to edit scene layout
MotionFlow is a novel invert-then-generate framework that uses cross-attention maps to transfer motion dynamics across contexts. It maintains motion fidelity while enabling scene edits. No extra training needed.
December 11, 2024 at 1:19 AM
MotionFlow is a novel invert-then-generate framework that uses cross-attention maps to transfer motion dynamics across contexts. It maintains motion fidelity while enabling scene edits. No extra training needed.
Thanks for the answer. I was expecting to hear a similar use case.
December 6, 2024 at 3:14 PM
Thanks for the answer. I was expecting to hear a similar use case.
I am asking this because I hear a lot of people trying to get into the first page of this list so hard. Can anyone elaborate what is the benefit of getting there?
December 6, 2024 at 3:09 PM
I am asking this because I hear a lot of people trying to get into the first page of this list so hard. Can anyone elaborate what is the benefit of getting there?
December 6, 2024 at 3:08 PM
I am asking this because I hear a lot of people trying to get into the first page of this list so hard. Can anyone elaborate what is the benefit of getting there?
The worst part was that the paper was about "fonts". Vikas handled the situation quite well 😅
November 19, 2024 at 3:53 AM
The worst part was that the paper was about "fonts". Vikas handled the situation quite well 😅
This one is more comprehensive go.bsky.app/Pxcnfu6
November 18, 2024 at 7:20 PM
This one is more comprehensive go.bsky.app/Pxcnfu6
Found this one. bsky.app/profile/sedi...
In a gratuitous attempt to acquire more followers myself 😁, I've made a start on a "starter pack". Hopefully as more people from 🐦 make it over to 🦋, we can extend this a bit. Suggestions welcome!
I've noticed not all accounts seem to be eligible to be added, anyone know what's up with that? 🤔
I've noticed not all accounts seem to be eligible to be added, anyone know what's up with that? 🤔
November 18, 2024 at 7:09 AM
Found this one. bsky.app/profile/sedi...
cool pack, thank you 🙌
November 18, 2024 at 7:06 AM
cool pack, thank you 🙌