Context awarenessAttention mechanismDense connectionRoIPool/RoIAlign is an indispensable process for the typical two-stage object detection algorithm, it is used to rescale the object proposal cropped from the feature pyramid to generate a fixed size feature map. However, these cropped feature maps of...
这是一篇在显著目标检测中引用比较高的一篇文章,主要创新性的提出一种模型网络架构,叫做全局感知渐进聚合网络(GCPANet: Global Context-Aware Progressive Aggregation Network),用以有效整合低层次外观特征、高层次语义特征和全局感知特征。 模型骨架网络采用 ResNet-50 作为编码器,之后作者提出由多个模块组合的解码器用来...
显著性目标检测之Global Context-Aware Progressive Aggregation Network for Salient Object Detection 三层的卷积结构。没啥好说的。 HA 由于编码器组件的顶层特征对于显著目标检测通常是冗余的,我们设计了一个接在顶层后的 HA 模块,通过利用空间和通道注意机制来学习更具有选择性和代表性的特征。 输入特征图... Con...
Global Context-Aware Progressive Aggregation Network for Salient Object Detection Facts due to the pyramid-like CNNs structure, high-level features he
Global Context-Aware Progressive Aggregation Network for Salient Object Detection 主要工作 主体结构 FIA SR HA GCF 损失函数 实验细节 相关链接 AAAI 2020 主要工作 这篇文章和F3Net在想法上有很大的相似之处,都认为:the previous works mainly adopted multiple-level feature integrationyet ignored the gap betwee...
Global Context-Aware Progressive Aggregation Network for Salient Object Detection - JosephChenHub/GCPANet
A novel PCB surface defect detection method based on separated global context attention to guide residual context aggregation Article Open access 20 March 2025 A Novel YOLOv5_ES based on lightweight small object detection head for PCB surface defect detection Article Open access 10 October 2024...
Global Context Vision Transformers Ali Hatamizadeh,Hongxu (Danny) Yin,Greg Heinrich,Jan Kautz, andPavlo Molchanov. GC ViT achieves state-of-the-art results across image classification, object detection and semantic segmentation tasks. On ImageNet-1K dataset for classification, GC ViT variants with51M...
摘要 With the continuous development and utilization of marine resources,the underwater target detection has gradua...展开更多 作者 YANG Yuyi CHEN Liang ZHANG Jian LONG Lingchun WANG Zhenfei 机构地区 School of Information and Electrical Engineering 出处 《Journal of Ocean University of China》 ...
Context-basedMulti-classSegmentationUsing context to aid object detection is becoming more popular among computer vision researchers. Our physical world is structured, and our perception as human beings does not neglect contextual information. In this paper, we propose a framework that is able to ...