In response to these challenges, a novel anomaly recognition approach, termed Multi-Domain Feature Fusion (MDFF), is proposed. In this method, temporal features are initially captured using a Gated Recurrent Unit (GRU) network. Subsequently, the characteristics of the frequency domain are extracted...
In this paper, we propose a multidomain feature fusion for varying speed bearing diagnosis using BLS. The diagnostic power of the method is attributable to two features: First, we extract the intrinsic vibration characteristics at multiple speeds. A multidomain fusion is adopted to realize the uni...
For brain function networks, the feature extraction process is very cumbersome. There will also be individual differences in the characteristics of different subjects. Therefore, the theory of graph convolution and brain function connection is introduced into this research, and the multi-domain fusion ...
A novel, multi-modal feature fusion based framework is prosed to obtain an effective representation for each superpixel annotation. The framework consists of four sequential modules (Fig. 2): 1) a double-channel (including both shallow and deep modality) based, low-level feature extraction; 2...
including two sub-networks: a Temporal Alignment Network (TAN) fTAN and a Modulative Feature Fusion Network (MFFN) fMFFN . fTAN 接受参考框架 ILRt 和一个支撑框架 ILRt+i 作为输入,并将对应支撑框架的对齐特征 F~t+i 估计为,,然后,支撑框架的所有对齐特征连接为 ...
The multi-modal feature fusion (MFF) module fuses the features extracted by SFE and TFE in parallel into MSTF to obtain more comprehensive feature information. A Light ResNet is designed based on the idea of residuals and depth-separable convolution. Compared to the traditional ResNet18, its ...
论文信息 论文题目:Face Forgery Detection via Multi-Feature Fusion and Local Enhancement(基于多特征融合和局部增强的人脸伪造检测) 作者&团队:Dengyong Zhang, Jiahao Chen, Xin Liao, Feng Li, Jiax…
Separate Fully Connected Layer (SFC) is used for the feature mapping in the Encoding and Fusion stage. "独立全连接层"这个术语表明可能存在多个全连接层的实例,并且它们被保持独立或分开以用于特定目的。这可能意味着不同的特征子集或表示通过独立的全连接层进行处理。 消融实验 看图即可 对空间融合模块(Spatia...
Article Open access 27 April 2025 Semantic segmentation feature fusion network based on transformer Article Open access 19 February 2025 A multi-scale remote sensing semantic segmentation model with boundary enhancement based on UNetFormer Article Open access 27 April 2025 Introduction...
Moreover, various features are exploited separately and multi-feature fusion is not considered. In recent years, the deep learning technology has been used to solve a lot of recognition problems [12], [13], [14]. In SEI applications, this technology adopts data-driven strategies to ...