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  - 3D positional embedding (as in the [text encoder replacement](https://huggingface.co/sugarquark/sd15-text-encoder-t5g-2b-ul2-it), [object detection](https://huggingface.co/twodgirl/rotated-position-in-latent-space-fashion-object-detection) and others)
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  - Supports multiple image aspect ratios
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- - Vector based prediction model
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  - AIMv2 vision model
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  - [T5Gemma](https://huggingface.co/google/t5gemma-2b-2b-ul2-it) text encoder
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  - [Moondream2](https://huggingface.co/vikhyatk/moondream2/tree/2025-06-21) [dataset](https://huggingface.co/datasets/sugarquark/moonpixs)
 
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  - 3D positional embedding (as in the [text encoder replacement](https://huggingface.co/sugarquark/sd15-text-encoder-t5g-2b-ul2-it), [object detection](https://huggingface.co/twodgirl/rotated-position-in-latent-space-fashion-object-detection) and others)
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  - Supports multiple image aspect ratios
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+ - Contrastive prediction model
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  - AIMv2 vision model
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  - [T5Gemma](https://huggingface.co/google/t5gemma-2b-2b-ul2-it) text encoder
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  - [Moondream2](https://huggingface.co/vikhyatk/moondream2/tree/2025-06-21) [dataset](https://huggingface.co/datasets/sugarquark/moonpixs)