根据语义分割的结果(语义分割可以区分背景和人脸)将2D图像中的背景像素值设为0,由此避免背景对人脸识别产生影响。 将第2步产生的mask,深度图以及第3步产生的2D人脸图像通过mask-guided RGB-D face recognition模型,得到识别结果。(对于真实的3D人脸图像,只需用真实的深度图替换此步骤中产生的深度图即可进行人脸识别)...
Mask-Guided Attention Network for Occluded Pedestrian Detection Yanwei Pang1, Jin Xie1, Muhammad Haris Khan2, Rao Muhammad Anwer2, Fahad Shahbaz Khan2,3, Ling Shao2 1Tianjin University 2Inception Institute of Artificial Intelligence, UAE 3CVL, Linko¨ping University,...
In this paper, we present a novel framework called Mask-Guided Region Attention Network (MGRAN) for person ReID. MGRAN consists of two major components: Mask-guided Region Attention (MRA) and Multi-feature Alignment (MA). MRA aims to generate spatial attention masks and meanwhile mask out ...
(3) a mask-guided attention (MA) model that includes the part-aware mask-guided attention network beyond the SA model. 设计了三组消融实验,使用AUC分数和ROC曲线进行对比。 (1)基线网络ResNet50 (2)在基线网络增加soft attention (SA) model (3)在(2)的基础上增加mask-guided attention (MA) model...
First, we introduce a novel mask-guided attention network that fits naturally into popular pedestrian detection pipelines. Our attention network emphasizes on visible pedestrian regions while suppressing the occluded ones by modulating full body features. Second, we propose the occlusion-sensitive hard ...
Mask-Guided Attention Network for Occluded Pedestrian Detection. (ICCV'19) - Leotju/MGAN
https://openaccess.thecvf.com/content_cvpr_2018/papers/Song_Mask-Guided_Contrastive_Attention_CVPR_2018_paper.pdfMGCAMMSCAN: a multi-scale context- aware network Final loss function:Loss 1 L_{id}(p,…
MrRegNet: Multi-Resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large Deformations 来自 IEEEXplore 喜欢 0 阅读量: 2 作者:R Li,G Figueredo,D Auer,C Wagner,X Chen 摘要: Deformable image registration (alignment) is highly sought after in numerous clinical ...
设计MaskBlock模块的主要目的是克服简单的MLP网络无法有效捕捉复杂交叉特征的局限性, 在这里也使用到了关键的attention机制[4],该模块主要包含三个组成部分: LayerNorm(层归一化)、instance-guided mask、feed-forward hidden layer(前馈隐藏层,获取重要的特征交互)。分别形成MaskBlock on Feature Embedding结构和MaskBlock...
guided network to overlapping cell edge detection, which called MGP-Net. The proposed network uses a single network to simultaneously model the overlapping cervical cell edge information and semantic mask information. For the network training, we use an end-to-end strategy....