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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/vn/GreenNeuralRobots.com/9169

1.69K viewsOct 20 at 10:13

group-telegram.com/GreenNeuralRobots/9169

Create: 2025-10-20
Last Update: 2025-10-29 08:01:15

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: 2025-10-29|

You may recall that, back when Facebook started changing WhatsApp’s terms of service, a number of news outlets reported on, and even recommended, switching to Telegram. Pavel Durov even said that users should delete WhatsApp “unless you are cool with all of your photos and messages becoming public one day.” But Telegram can’t be described as a more-secure version of WhatsApp. Telegram was co-founded by Pavel and Nikolai Durov, the brothers who had previously created VKontakte. VK is Russia’s equivalent of Facebook, a social network used for public and private messaging, audio and video sharing as well as online gaming. In January, SimpleWeb reported that VK was Russia’s fourth most-visited website, after Yandex, YouTube and Google’s Russian-language homepage. In 2016, Forbes’ Michael Solomon described Pavel Durov (pictured, below) as the “Mark Zuckerberg of Russia.” Recently, Durav wrote on his Telegram channel that users' right to privacy, in light of the war in Ukraine, is "sacred, now more than ever." It is unclear who runs the account, although Russia's official Ministry of Foreign Affairs Twitter account promoted the Telegram channel on Saturday and claimed it was operated by "a group of experts & journalists." On Telegram’s website, it says that Pavel Durov “supports Telegram financially and ideologically while Nikolai (Duvov)’s input is technological.” Currently, the Telegram team is based in Dubai, having moved around from Berlin, London and Singapore after departing Russia. Meanwhile, the company which owns Telegram is registered in the British Virgin Islands.
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