- **多模态融合**:CMSA通过结合视觉和语言特征,使得模型能够理解语言描述中提到的对象,并在图像中进行精确分割。 - **多层自注意力**:CMSA在多个空间层次上执行自注意力,通过多分辨率特征融合来细化分割掩码。 - **优势**:在UNC、G-Ref和ReferIt等指代图像分割数据集上取得了良好的性能提升。 - **局限性*...
Transformers in Vision: A Survey 技术标签:Transformer综述计算机视觉论文速递人工智能计算机视觉机器学习深度学习自动驾驶 CVer上周第一时间推送了:华为&北大等联合最新提出的视觉Transformer综述,这周又来了一篇视觉Transformer新综述!内容和参考文献相对更加丰富一点。 注:文末附综述PDF下载和Transformer交流群 24页综述,...
Transformers in Vision: A Survey.2020 论文地址: Transformers in Vision: A Surveyarxiv.org/abs/2101.01169 摘要: 变压器模型在自然语言任务上的惊人结果激起了视觉界研究它们在计算机视觉问题上的应用的兴趣。这在许多任务上带来了令人兴奋的进展,同时在模型设计中要求最小的归纳偏差。本调查的目的是提供一个...
Astounding results from transformer models on natural language tasks have intrigued the vision community to study their application to computer vision problems. This has led to exciting progress on a number of tasks while requiring minimal inductive biases in the model design. This survey aims to pro...
Transformers in Vision: A Survey Munawar HayatMuzammal NaseerFahad Shahbaz Khan...Mubarak Shah Jan 2021 Astounding results from Transformer models on natural language tasks have intrigued the vision community to study their application to computer vision problems. Among their salient benefits, Transformers...
标题:Transformers in Vision: A Survey 作者:Salman Khan,Muzammal Naseer,Munawar Hayat,Syed Waqas Zamir,Fahad Shahbaz Khan,Mubarak Shah 备注:共24 页 机构:MBZ University of Artificial Intelligence, Monash University,Australian National University,Link¨oping University, University of Central Florida ...
Transformers in Vision: A Survey 论文翻译 原文 翻译链接 摘要 摘要——Transformer模型在自然语言任务上的惊人结果引起了视觉界的兴趣,而致力于研究它们在计算机视觉问题中的应用。 这导致在许多任务上取得了令人兴奋的进展,同时在模型设计中需要最小的归纳偏差。 本次调查旨在全面概述计算机视觉学科中的Transformer模型...
Vision transformers have become popular as a possible substitute to convolutional neural networks (CNNs) for a variety of computer vision applications. These transformers, with their ability to focus on global relationships in images, offer large learning capacity. However, ...
Vision transformers for dense prediction: A survey作者: Highlights: • We provide a comprehensive review of state-of-the-art transformer methods. • We focus on the transformer-based methods in the area of dense prediction tasks. • We propose a model taxonomy according to architectures and...
Transformers in Vision: A Survey 朱利明 关注数字化时代技术,水煮区块链,笑谈人工智能、大话元宇宙1 人赞同了该文章 Transformers in Vision: A Survey Transformers in Vision: A Surveyarxiv.org/abs/2101.01169发布于 2021-01-06 15:25 内容所属专栏 人工智能经典论文精讲 详细讲解人工智能经典论文 订阅...