Adam Polyak @adam_polyak90
Joined November 2014-
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**Transition Matching** is a new iterative generative paradigm using Flow Matching or AR models to transition between generation intermediate states, leading to an improved generation quality and speed!
**Transition Matching** is a new iterative generative paradigm using Flow Matching or AR models to transition between generation intermediate states, leading to an improved generation quality and speed! https://t.co/AlLIpOZ7wY
Introducing our first set of Llama 4 models! We’ve been hard at work doing a complete re-design of the Llama series. I’m so excited to share it with the world today and mark another major milestone for the Llama herd as we release the *first* open source models in the Llama 4…
I'm thrilled to announce that Through-The-Mask (TTM) has been accepted to #CVPR2025! TTM is an I2V generation framework that leverages mask-based motion trajectories to enhance object-specific motion and maintain consistency, especially in multi-object scenarios More details👇
I'm thrilled to announce that Through-The-Mask (TTM) has been accepted to #CVPR2025! TTM is an I2V generation framework that leverages mask-based motion trajectories to enhance object-specific motion and maintain consistency, especially in multi-object scenarios More details👇
🚀 Introducing VideoJAM – a framework that instills a strong motion prior into any video model! By denoising an optical flow derivative alongside pixels, VideoJAM teaches models to generate coherent motion and physics with high-quality visuals. 📽️
🚀 Introducing VideoJAM – a framework that instills a strong motion prior into any video model! By denoising an optical flow derivative alongside pixels, VideoJAM teaches models to generate coherent motion and physics with high-quality visuals. 📽️
This is extremely cool! They find diffusion loss is not very sensitive to motion. Thus they fine-tune videogen models with additional explicit motion prediction, making the model generate much more coherent videos. Also, Hila has been doing consistently good work, follow her!
This is extremely cool! They find diffusion loss is not very sensitive to motion. Thus they fine-tune videogen models with additional explicit motion prediction, making the model generate much more coherent videos. Also, Hila has been doing consistently good work, follow her!
Meta just dropped VideoJAM Joint Appearance-Motion Representations for Enhanced Motion Generation in Video Models comparison with openai sora and kling
VideoJAM is our new framework for improved motion generation from @AIatMeta We show that video generators struggle with motion because the training objective favors appearance over dynamics. VideoJAM directly adresses this **without any extra data or scaling** 👇🧵
Release Announcement!📢💣 🥁🎷JASCO 🎶🪇 training & inference code + model weights are out! Paper📜: arxiv.org/abs/2406.10970 Samples🔊: pages.cs.huji.ac.il/adiyoss-lab/JA… Code🐍: github.com/facebookresear… Models🤗: huggingface.co/facebook/jasco… @lonziks @itai_gat @FelixKreuk @adiyossLC
Great work on image-to-video generation led by the amazing @guy_yariv during his internship with our team 🖼️➡️👤➡️🎥 Paper: arxiv.org/pdf/2501.03059… page: guyyariv.github.io/TTM/
Great work on image-to-video generation led by the amazing @guy_yariv during his internship with our team 🖼️➡️👤➡️🎥 Paper: arxiv.org/pdf/2501.03059… page: guyyariv.github.io/TTM/
[1/8] Recent work has shown impressive Image-to-Video (I2V) generation results. However, accurately articulating multiple interacting objects and complex motions remains challenging. In our new work, we take a step toward addressing this challenge.
MovieGen powering Instagram's video editing features :) theverge.com/2024/12/19/243…
VERY excited about the era of generative AR we're bringing to life. Check out this preview! It's early but so damn promising — this isn't "AI slop"... it's unlocking Creators' imaginations on their own videos. Change your wardrobe, scene, lighting etc. with little expertise. PS…
So how did we get to these amazing videos for Meta Movie Gen? One of the things I’m proudest of is that we released a very detailed technical report (ai.meta.com/research/movie……) Lets dive into a technical summary of what we did & learnt 🧵 1/n x.com/AIatMeta/statu…
So how did we get to these amazing videos for Meta Movie Gen? One of the things I’m proudest of is that we released a very detailed technical report (ai.meta.com/research/movie……) Lets dive into a technical summary of what we did & learnt 🧵 1/n x.com/AIatMeta/statu…
Sharing some of our latest work on generative AI! The video editing features and sound generation are especially exciting. And it comes with a full research paper.
Sharing some of our latest work on generative AI! The video editing features and sound generation are especially exciting. And it comes with a full research paper.
We released 92 pages worth of detail including how to benchmark these models! Super critical for the scientific progress in this field :) We'll also release evaluation benchmarks next week to help the research community 💪
We released 92 pages worth of detail including how to benchmark these models! Super critical for the scientific progress in this field :) We'll also release evaluation benchmarks next week to help the research community 💪
So proud to be part of the Movie Gen project, pushing GenAI boundaries! Two key insights: 1. Amazing team + high-quality data + clean, scalable code + general architecture + GPUs go brr = SOTA video generation. 2. Video editing *without* supervised data: train a *single* model…
I’m thrilled and proud to share our model, Movie Gen, that we've been working on for the past year, and in particular, Movie Gen Edit, for precise video editing. 😍 Look how Movie Gen edited my video!
I’m thrilled and proud to share our model, Movie Gen, that we've been working on for the past year, and in particular, Movie Gen Edit, for precise video editing. 😍 Look how Movie Gen edited my video! https://t.co/0YawTGo217

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