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AnyUp: Universal Feature Upsampling

Апскейлер визуальных признаков (features) из любых слоёв кодировщиков изображений, не зависит от типа энкодера.

Обобщает на другие модели и размеры моделей, например, хорошо работает с SigLIP 2 и DINOv3 после обучения на DINOv2 (ViT-S)

Признаки о которых идет речь — не RGB информация, это данные, которые описывают определённые характеристики визуального контента. Тем не менее, метод может быть полезен для апскейла изображений и технических пассов

Код

#upscale

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www.group-telegram.com/jp/GreenNeuralRobots.com/9167

1.62K viewsOct 20 at 10:13

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Create: 2025-10-20
Last Update: 2025-10-26 16:04:56

AnyUp: Universal Feature Upsampling

Апскейлер визуальных признаков (features) из любых слоёв кодировщиков изображений, не зависит от типа энкодера.

Обобщает на другие модели и размеры моделей, например, хорошо работает с SigLIP 2 и DINOv3 после обучения на DINOv2 (ViT-S)

Признаки о которых идет речь — не RGB информация, это данные, которые описывают определённые характеристики визуального контента. Тем не менее, метод может быть полезен для апскейла изображений и технических пассов

Код

#upscale

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Telegram | DID YOU KNOW?

Date: 2025-10-26|

Stocks dropped on Friday afternoon, as gains made earlier in the day on hopes for diplomatic progress between Russia and Ukraine turned to losses. Technology stocks were hit particularly hard by higher bond yields. "He has kind of an old-school cyber-libertarian world view where technology is there to set you free," Maréchal said. Overall, extreme levels of fear in the market seems to have morphed into something more resembling concern. For example, the Cboe Volatility Index fell from its 2022 peak of 36, which it hit Monday, to around 30 on Friday, a sign of easing tensions. Meanwhile, while the price of WTI crude oil slipped from Sunday’s multiyear high $130 of barrel to $109 a pop. Markets have been expecting heavy restrictions on Russian oil, some of which the U.S. has already imposed, and that would reduce the global supply and bring about even more burdensome inflation. Since its launch in 2013, Telegram has grown from a simple messaging app to a broadcast network. Its user base isn’t as vast as WhatsApp’s, and its broadcast platform is a fraction the size of Twitter, but it’s nonetheless showing its use. While Telegram has been embroiled in controversy for much of its life, it has become a vital source of communication during the invasion of Ukraine. But, if all of this is new to you, let us explain, dear friends, what on Earth a Telegram is meant to be, and why you should, or should not, need to care. Telegram boasts 500 million users, who share information individually and in groups in relative security. But Telegram's use as a one-way broadcast channel — which followers can join but not reply to — means content from inauthentic accounts can easily reach large, captive and eager audiences.
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