

Vmamba
Overview :
VMamba is a visual state-space model that combines the advantages of convolutional neural networks (CNNs) and visual Transformers (ViTs), achieving linear complexity without sacrificing global perception. It introduces the Cross-Scan Module (CSM) to address the issue of direction sensitivity and can demonstrate excellent performance in various visual perception tasks. As the image resolution increases, it shows more significant advantages compared to existing benchmark models.
Target Users :
Suitable for a variety of tasks in image processing and computer vision, especially high-resolution image processing.
Use Cases
Used for high-resolution image classification tasks
Applied in medical image analysis
Applications in autonomous driving systems
Features
Combines the advantages of CNNs and ViTs
Linear complexity
Global perception
Cross-Scan module solves direction sensitivity issues
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