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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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At this point, however, Durov had already been working on Telegram with his brother, and further planned a mobile-first social network with an explicit focus on anti-censorship. Later in April, he told TechCrunch that he had left Russia and had “no plans to go back,” saying that the nation was currently “incompatible with internet business at the moment.” He added later that he was looking for a country that matched his libertarian ideals to base his next startup. "There are several million Russians who can lift their head up from propaganda and try to look for other sources, and I'd say that most look for it on Telegram," he said. For example, WhatsApp restricted the number of times a user could forward something, and developed automated systems that detect and flag objectionable content. "The argument from Telegram is, 'You should trust us because we tell you that we're trustworthy,'" Maréchal said. "It's really in the eye of the beholder whether that's something you want to buy into." For tech stocks, “the main thing is yields,” Essaye said.
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AnyUp: Universal Feature Upsampling

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