VMamba:视觉状态空间模型code: https://github.com/MzeroMiko/VMambaBackground CNN拥有线性复杂度因而可以处理高分辨率的图像,而ViT在拟合能力方面超过了CNN,但ViT是二次复杂度,在处理高分辨率图像时计算开销…
本文提出了一种新的架构——VMamba(Visual State Space Model),继承了CNNs和ViTs的优点,同时还提高了计算效率,在不牺牲全局感受野的情况下可以达到线性复杂度。为了解决方向敏感问题,引入了交叉扫描模块( Cross-Scan Module,CSM )来遍历空间域,并将任何非因果的视觉图像转换为有序的块序列。VMamba不仅在各种视觉感知...
链接:hustvl/Vim: [ICML 2024] Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model 动机: 近年来,具有高效硬件感知设计的状态空间模型(ssm),即Mamba深度学习模型,在长序列建模中显示出巨大的潜力。同时,纯粹基于ssm构建高效和通用的视觉主干是一个吸引人的方向。然而,由于视觉...
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang,Xiaohuan Pei,Shan You,Fei Wang, Chen Qian,Chang Xu ArXiv Preprint (arXiv 2403.09338) Updates Overview Main results Getting started Image Classification Updates 06 May: We improve our LocalVim withmiddle class tokenproposed...
In this paper, we transplant Mamba, a state-space language model, into VMamba, a vision backbone that works in linear time complexity. At the core of VMamba lies a stack of Visual State-Space (VSS) blocks with the 2D Selective Scan (SS2D) module. By traversing along four scanning ...
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such as emotion, morality, and social hierarchy are systematically organized in terms of spatial metaphors. For instance, vertical orientation (up/down) is used to signify mood (e.g., cheer up, I am feeling down), state of consciousness (wake up), moral virtue (upright) or status (a hig...
reward and motivational state68,69. This diversity could result from POR’s extended network of anatomical connectivity, for example, with lateral higher visual areas42, receiving visual drive from the superior colliculus via the lateral posterior nucleus of the thalamus70, and reciprocally connecting ...