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LAVIS translate: wash drawing, wash. Learn more in the Cambridge French-English Dictionary.
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LAVIS is a Python deep learning library for LAnguage-and-VISion intelligence research and applications. This library aims to provide engineers and researchers with a one-stop …
What is LAVIS? LAVIS is a Python deep learning library for LAnguage-and-VISion research and applications. It features a unified design to access state-of-the-art foundation language-vision models (ALBEF, BLIP, ALPRO, CLIP), common tasks (retrieval, captioning, visual question answering, multimodal classification etc.) and datasets (COCO, Flickr, Nocaps, …
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LAVIS aims to serve as a one-stop comprehensive library that brings recent advancements in the language-vision field accessible for researchers and practitioners, as well as fertilizing future research and development. It features a unified interface to easily access state-of-the-art image-language, video-language models and common datasets.
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TL;DR: LAVIS (short for LAnguage-VISion) is an open-source deep learning library for language-vision research and applications, offering comprehensive support for a wide range of tasks, datasets, and state-of-the-art models. Featuring a unified interface and modular design, it's easy to use off-the-shelf and to extend with new capabilities.
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Library Design. LAVIS has six key modules. lavis.runners manages the overall training and evaluation lifecycle. It is also responsible for creating required components lazily as per …
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We introduce LAVIS, an open-source deep learning library for LAnguage-VISion research and applications. LAVIS aims to serve as a one-stop comprehensive library that brings …
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LAVIS inherently supports a wide variety of common language-vision datasets by providing automatic download scripts to help download and organize these datasets; and implements PyTorch datasets for these datasets. To view supported datasets, use the following code: from lavis.datasets.builders import dataset_zoo dataset_names = dataset_zoo.get ...
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Introduction. LAVIS is a Python deep learning library for LAnguage-and-VISion intelligence research and applications. This library aims to provide engineers and researchers with a one-stop solution to rapidly develop models for their specific multimodal scenarios, and benchmark them across standard and customized datasets. It features a unified ...
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LAVIS: A Library for Language-Vision Intelligence is a paper that presents a new deep learning library for integrating natural language and visual information. The paper describes the design, features, and applications of LAVIS, and provides examples and tutorials for using it. The paper also discusses the challenges and opportunities for language-vision …
LAVIS inherently supports a wide variety of common language-vision datasets by providing automatic download scripts to help download and organize these datasets; and implements PyTorch datasets for these …
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