A vision encoder is a necessary component for allowing many leading LLMs to be able to work with images uploaded by users.

The annotations for MegaPairs and the BGE-VL models are released under the MIT License. The images in MegaPairs originate from the Recap-Datacomp, which is released under the CC BY 4.0 license.

This repository contains the code for training and fine-tuning vision-language models based on the OpenVision framework. It provides a scalable and efficient approach to training multimodal models on ...

在多模态任务上，研究团队使用DataComp数据集（约1000万图像-标题对）从头训练CLIP模型。当领域数超过10时，R&B的表现优于均匀采样。在50个领域的设置中，R&B实现了比均匀采样基线3.27%的相对提升。 这些结果证明了R&B方法可以推广到自然语言之外的多种任务和 ...