To tackle these issues, in this paper, we propose ViL-Sum to jointly model paragraph-level Vision-Language Semantic Alignment and Multi-Modal Summarization. Our ViL-Sum contains two components for better learning multi-modal semantics and aims to align them. The first one is a joint multi-...
Karan Sikka 1 , Michael Cogswell 1 , Heng Ji 2 , Ajay Divakaran 11SRI International2University of Illinois Urbana-Champaignyangyic3@illinois.eduAbstractWe present DRESS , a large vision language model(LVLM) that innovatively exploits Natural Language feed-back (NLF) from Large Language Models to...
1.首层文本-视觉注意力蒸馏(First Layer Text-Query-Vision Attention Only) 受上述实验启发,我们寻求设计一种方法,让学生模型能够在浅层学习教师模型有关多模态对齐的知识。Transformer结构中跨模态Attention机制天然的隐含了关于文本特征对于图像特征的不同程度关注,是后续向高维特征空间进行对齐映射的重要指导。我们提出...
Align before Fuse: Vision and Language Representation Learning with Momentum DistillationAPlayBoy 互联网行业 算法工程师1 人赞同了该文章 目录 收起 动机 贡献 方法 框架 目标函数 Momentum Distillation 数据集 下游任务 实验 消融实验 微调 无样本学习 和之前工作对比 动机 目标检测的视觉特征和文本...
作者介绍 研究领域:FightingCV公众号运营者,研究方向为多模态内容理解,专注于解决视觉模态和语言模态相结合的任务,促进Vision-Language模型的实地应用。 知乎/公众号:FightingCV END 欢迎加入「视觉语言」交流群👇备注:VL
本文分享ICML 2021 收录论文『Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision』。由谷歌学者提出《ALIGN》能够进行跨模态检索,性能优于 SOTA。 详细信息如下: 导言: 学习良好的视觉和视觉语言表征对于解决计算机视觉问题(图像检索、图像分类、视频理解)是至关重要的,目前,预训...
Large-scale vision and language representation learning has shown promising improvements on various vision-language tasks. Most existing methods employ a transformer-based multimodal encoder to jointly model visual tokens (region-based image features) and word tokens. Because the visual tokens and word ...
Google then introduced ALIGN -- a Large-scale Image and Noisy Text Embedding model in 2021 -- a visual-language model trained on "noisy" text-image data for various vision and cross-modal tasks such as text-image retrieval. ALIGN has a simple dual-encoder architecture trained on i...
神经网络实际上就是在学习一种表示,在CV领域,良好的视觉和视觉语言(vision and vision-language)表征对于解决计算机视觉问题(图像检索、图像分类、视频理解)至关重要,并且可以帮助人们解决日常生活中的难题。 例如,一个好的视觉语言匹配模型可以帮助用户通过文本描述或图像输入找到最相关的图像,还可以帮助像 Google Lens...
Google then introduced ALIGN -- a Large-scale Image and Noisy Text Embedding model in 2021 -- a visual-language model trained on "noisy" text-image data for various vision and cross-modal tasks such as text-image retrieval. ALIGN has a simple dual-encoder architecture trained on image an...