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🌟 Pusa-VidGen — новый подход к генерации видео с точным управлением движением

Обычно в генерации видео модели обрабатывают весь ролик "размазанным" шумом — как бы в целом.

А тут модель управляет шумом отдельно для каждого кадра, и делает это с помощью векторизованных "timesteps" (временных шагов) — более гибко, точно и эффективно.

Новая модель генерации видео на базе Mochi1-Preview и поддерживает:

🔹 Text-to-Video
🔹 Image-to-Video
🔹 Frame Interpolation
🔹 Video Transitions
🔹 Looping, удлинение видео и многое другое

Эффективность:
16× H800 GPU
0.1k GPU-часов
Обучение: 500 итераций, batch size 32
По заявления разработчиков - стоимость обучения всего 100$ 🤯

Github
Paper
Dataset
Model

#diffusion #videogen #pusa #opensource #AI #text2video #mochi1 #fvdm

@vistehno
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🌟 Pusa-VidGen — новый подход к генерации видео с точным управлением движением

Обычно в генерации видео модели обрабатывают весь ролик "размазанным" шумом — как бы в целом.

А тут модель управляет шумом отдельно для каждого кадра, и делает это с помощью векторизованных "timesteps" (временных шагов) — более гибко, точно и эффективно.

Новая модель генерации видео на базе Mochi1-Preview и поддерживает:

🔹 Text-to-Video
🔹 Image-to-Video
🔹 Frame Interpolation
🔹 Video Transitions
🔹 Looping, удлинение видео и многое другое

Эффективность:
16× H800 GPU
0.1k GPU-часов
Обучение: 500 итераций, batch size 32
По заявления разработчиков - стоимость обучения всего 100$ 🤯

Github
Paper
Dataset
Model

#diffusion #videogen #pusa #opensource #AI #text2video #mochi1 #fvdm

@vistehno

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How Does Bitcoin Work?

Bitcoin is built on a distributed digital record called a blockchain. As the name implies, blockchain is a linked body of data, made up of units called blocks that contain information about each and every transaction, including date and time, total value, buyer and seller, and a unique identifying code for each exchange. Entries are strung together in chronological order, creating a digital chain of blocks. “Once a block is added to the blockchain, it becomes accessible to anyone who wishes to view it, acting as a public ledger of cryptocurrency transactions,” says Stacey Harris, consultant for Pelicoin, a network of cryptocurrency ATMs. Blockchain is decentralized, which means it’s not controlled by any one organization. “It’s like a Google Doc that anyone can work on,” says Buchi Okoro, CEO and co-founder of African cryptocurrency exchange Quidax. “Nobody owns it, but anyone who has a link can contribute to it. And as different people update it, your copy also gets updated.”

That growth environment will include rising inflation and interest rates. Those upward shifts naturally accompany healthy growth periods as the demand for resources, products and services rise. Importantly, the Federal Reserve has laid out the rationale for not interfering with that natural growth transition.It's not exactly a fad, but there is a widespread willingness to pay up for a growth story. Classic fundamental analysis takes a back seat. Even negative earnings are ignored. In fact, positive earnings seem to be a limiting measure, producing the question, "Is that all you've got?" The preference is a vision of untold riches when the exciting story plays out as expected.

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