提出了Lightweight Multi-Scale Adapter, LMSA来微调SAM 提出了Multi-Level Fusion Module, MLFM 和 Detail Enhancement Module, DEM,分别改善了SAM在多尺度和细粒度感知方面的性能。 网络的整体架构如下图所示,关键模块是标红的部分,下面分别进行介绍。 1、Lightweight Multi-Scale Adapter,LMSA 作者认为,SAM编码器...
提出了Lightweight Multi-Scale Adapter, LMSA来微调SAM 提出了Multi-Level Fusion Module, MLFM 和 Detail Enhancement Module, DEM,分别改善了SAM在多尺度和细粒度感知方面的性能。 网络的整体架构如下图所示,关键模块是标红的部分,下面分别进行介绍。 1、Lightweight Multi-Scale Adapter,LMSA 作者认为,SAM编码器...
3) multi-scale edges 多尺度边缘 1. A novel enhancement algorithm based on multi-scale edges representation of images is proposed. 灰度图像对比度的高低总是与图像灰度梯度幅值的大小相联系 ,受这种思想的启发 ,提出了一种基于图像多尺度边缘表示的 ,利用对信号小波变换模极大值的拉伸和 Hermite插值...
To solve the shortcoming of insufficient information features of small targets in the RetinaNet, this work introduces a parallel-assisted multi-scale feature enhancement module MFEM (Multi-scale Feature Enhancement Model), which uses dilated convolution with different expansion rates to avoid multiple ...
To address this gap, this study presents a novel fusion method based on multi-scale edge enhancement and a joint attention mechanism (MEEAFusion). Initially, convolution kernels of varying scales were utilized to obtain shallow features with multiple receptive fields unique to the source ...
4. Where \(\tilde{F}_{m}^{i}\) refers to the output features after the multi-scale adaptive feature fusion module, \(\widehat{F}_{m}^{i}\) refers to the edge features after feature extraction, and \(F_{out}\) refers to the boundary enhancement features after edge guidance....
To deal with these issues and achieve end-to-end dehazing, a multi-scale Transformer fusion dehazing network (MSTFDN) is proposed, which includes three modules: multi-scale Transformer fusion module (MSTFM), feature enhancement module (FEM), and color restoration module (CRM). MSTFM consists ...
preserving the multi-scale properties and directionality of the original image, and designed a multiple pyramid module (MPM) to aggregate multi-scale information and context global information, retained the edge contour information of images, the number of parameters is reduced, and the network operati...
The multi-structure elements and multi-scale edge detection method is proposed based on image enhanced of wavelet transform.Four elements are used to detect multi-direc-tional edges of image at different scales,The more ideal image edges under the environment of existing noise are obtained by integ...
The details of spatial attention module. Full size image Multi-scale feature fusion branch Branch F is used to fuse the global and local information output by branches L and G. Since the mapping depth of branch L is deeper than that of branch G, the 4th and 5th layers of L are first ...