本发明提供一种融合SwinTransformer与视觉图神经网络的遥感影像场景分类方法,涉及计算机视觉和遥感图像处理领域。该模型由四个关键部分组成:首先是基于剪枝SwinTransformer的特征提取器,其能构建远距离依赖关系,捕捉全局和局部特征;其次是过渡层,将特征序列转换为特征图;接着,基于视觉图神经网络(ViG)的特征提取器,能够捕捉...
二阶段目标检测算法(RCNN 家族)是目标检测中最经典的算法之一,有 R-CNN -> Fast R-CNN -> Faster R-CNN,每一代的变化以及目的性都明确,也是目标检测领域二阶段检测必会的算法之一。 如果想对目标检测有更多了解请查看【CV算法恩仇录】目标检测合集。 深度学习在目标检测应用 R-CNN 算法在 2014 年提出,可以...
swin transformer 目标检测 目标检测attention Abstract 尽管由于特征金字塔的设计在目标检测方面取得了重大进展,但在复杂场景中检测低分辨率和密集分布的小目标仍然具有挑战性。为了解决这些问题,我们提出了注意特征金字塔网络,这是一种名为AFPN的新特征金字塔架构,它由三个组件组成,以增强小目标检测能力,具体而言:动态纹理...
另外我还邀请了常年担任NeurIPS,ICML,ICLR,KDD,IJCAI等国际会议审稿人一林老师在4月17日晚20:00给大家带来《Graph Transformer for GraphRepresentation Learning》。 直播大纲: 1.图表示学习 2. Graph Transformer Transformer简介 Graph Transformer简介 Graph Transformer经典模型之Graphormer (NeurlPS 2021) Graph Trans...
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows". - ron8520/Swin-Transformer
Using Swin-Transformer as the backbone for self-supervised learning enables us to evaluate the transferring performance of the learnt representations on down-stream tasks, which is missing in previous works due to the use of ViT/DeiT, which has not been well tamed for down-stream tasks....
Swin transformerGraph convolution networkMulti-label image recognitionNeural Computing and Applications - Vision Transformer (ViT) has achieved promising single-label image classification results compared to conventional neural network-based models. Nevertheless, few......
Pytorch CIFAR10图像分类 Swin Transformer篇(一):https://developer.aliyun.com/article/1410617 Shifted Window Attention 前面的Window Attention是在每个窗口下计算注意力的,为了更好的和其他window进行信息交互Swin Transformer不引入了shifted window操作。
本文提出了一种新的开销聚合网络,称为体积聚合Transformer(VAT),用于小样本分割。Transformer的使用可以通过对全局接受域的自注意力而有利于相关映射聚合。但是,用于Transformer处理的相关映射的标记化可能是有害的,因为标记边界上的不连续减少了标记边缘附近可用的本地上下文,并减少了归纳偏差。为了解决这个问题,我们提出了...
ForSemantic Segmentation, please seeSwin Transformer for Semantic Segmentation. ForSelf-Supervised Learning, please seeTransformer-SSL. ForVideo Recognition, please seeVideo Swin Transformer. Third-party Usage and Experiments In this pargraph, we cross link third-party repositories which use Swin and rep...