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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/us/GreenNeuralRobots.com/9166

1.44K viewsOct 20 at 10:13

group-telegram.com/GreenNeuralRobots/9167

Create: 2025-10-20
Last Update: 2025-10-23 04:56:39

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: 2025-10-23|

The War on Fakes channel has repeatedly attempted to push conspiracies that footage from Ukraine is somehow being falsified. One post on the channel from February 24 claimed without evidence that a widely viewed photo of a Ukrainian woman injured in an airstrike in the city of Chuhuiv was doctored and that the woman was seen in a different photo days later without injuries. The post, which has over 600,000 views, also baselessly claimed that the woman's blood was actually makeup or grape juice. The original Telegram channel has expanded into a web of accounts for different locations, including specific pages made for individual Russian cities. There's also an English-language website, which states it is owned by the people who run the Telegram channels. The account, "War on Fakes," was created on February 24, the same day Russian President Vladimir Putin announced a "special military operation" and troops began invading Ukraine. The page is rife with disinformation, according to The Atlantic Council's Digital Forensic Research Lab, which studies digital extremism and published a report examining the channel. 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. Emerson Brooking, a disinformation expert at the Atlantic Council's Digital Forensic Research Lab, said: "Back in the Wild West period of content moderation, like 2014 or 2015, maybe they could have gotten away with it, but it stands in marked contrast with how other companies run themselves today."
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