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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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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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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. If you initiate a Secret Chat, however, then these communications are end-to-end encrypted and are tied to the device you are using. That means it’s less convenient to access them across multiple platforms, but you are at far less risk of snooping. Back in the day, Secret Chats received some praise from the EFF, but the fact that its standard system isn’t as secure earned it some criticism. If you’re looking for something that is considered more reliable by privacy advocates, then Signal is the EFF’s preferred platform, although that too is not without some caveats. But Kliuchnikov, the Ukranian now in France, said he will use Signal or WhatsApp for sensitive conversations, but questions around privacy on Telegram do not give him pause when it comes to sharing information about the war. Under the Sebi Act, the regulator has the power to carry out search and seizure of books, registers, documents including electronics and digital devices from any person associated with the securities market. The Security Service of Ukraine said in a tweet that it was able to effectively target Russian convoys near Kyiv because of messages sent to an official Telegram bot account called "STOP Russian War."
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