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Tuna Meral

@tmeral

CS PhD @Virginia Tech, Vision GenAI Was working on making sense of images, Now working on images making sense https://tunahansalih.github.io

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12.11.2023
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Latest posts by Tuna Meral @tmeral

πŸ“„ Check out the paper: arxiv.org/pdf/2412.05275
πŸŽ₯ For more results: motionflow-diffusion.github.io

We’d love to hear your thoughts or questions.
Stay tuned for more from our team! πŸš€

11.12.2024 01:19 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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πŸ“Š How does it compare? MotionFlow outperforms state-of-the-art methods like DMT, VMC, and others by balancing:
βœ… Motion Fidelity (realistic motion)
βœ… Temporal Consistency (smooth transitions)
βœ… Text Alignment (prompt accuracy)

11.12.2024 01:19 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

🧠 Core innovation? Instead of extensive training or fine-tuning, we extract motion dynamics from attention maps during test time.

This ensures:
βœ… Fidelity to original motion
βœ… Freedom to edit scene layout

11.12.2024 01:19 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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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.

11.12.2024 01:19 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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🌟 Exciting news! Our research, MotionFlow, is out! πŸš€

A training-free method for motion transfer using pre-trained video diffusion models. πŸŽ₯✨

Big thanks to Hidir Yesiltepe, Connor Dunlop, and my advisor Pinar Yanardag. More from our lab soonβ€”stay tuned! πŸ§΅πŸ‘‡

11.12.2024 01:19 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Thanks for the answer. I was expecting to hear a similar use case.

06.12.2024 15:14 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

bsky.app/profile/tmer...

06.12.2024 15:09 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

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?

06.12.2024 15:08 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1
Computer Science open searchopen navigation menucontact arXivsubscribe to arXiv mailings

I am curious If there is anyone who reads papers from the arxiv recent papers lists. Like directly from this link: arxiv.org/list/cs/recent

I don't. But who does? Really

06.12.2024 14:49 πŸ‘ 1 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

Thanks to all for following me. I think I somehow got into some of the starter packs. I am normally not too active on these sites but I will try to be πŸ™Œ

27.11.2024 19:27 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The worst part was that the paper was about "fonts". Vikas handled the situation quite well πŸ˜…

19.11.2024 03:53 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

This one is more comprehensive go.bsky.app/Pxcnfu6

18.11.2024 19:20 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Found this one. bsky.app/profile/sedi...

18.11.2024 07:09 πŸ‘ 3 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

cool pack, thank you πŸ™Œ

18.11.2024 07:06 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Is there any starter pack for Vision GenAI people?

18.11.2024 03:06 πŸ‘ 1 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0