AlignSeg 包含两个主要模块:Aligned Feature Aggregation(AlignFA) 和 Aligned Feature Aggregation(AlignCM)。AlignFA用于精确对齐高分辨率和低分辨率特征图,以进行低级和高级信息聚合,即多分辨率特征聚合。AlignCM执行自适应的、选择性的和丰富的上下文池操作,而这对需要密集预测任务例如语义分割而言十分重要。 Accordingly,...
然后,我们将这两个模块集成到自上而下的金字塔架构中,并提出特征对齐金字塔网络(FaPN) To address the aforementioned issue, we propose a feature alignment module that learns to align the upsampled feature maps to a set of reference feature maps by adjust- ing each sampling location in a convolutiona...
通常有两种方法解决这一问题：DRN（Dilated Residual Network）形式，通过使用具有不同空洞率的空洞卷积来捕获远程信息，而无需降低空间分辨率；另一种是FPN（Feature Pyramid Network）形式，基于ConvNet的默认自下而上路径构建自上而下的特征金字塔。然而，自下而上和上采样特征之间存在不准确的对应关系，这...
Yu, "Feature-Aligned Harmonic Volumetric Mapping Using Mfs," SMI '10: Proc. Int'l Conf. Shape Modeling, 2010.X. Li, H. Xu, S. Wan, Z. Yin, and W. Yu, "Feature-aligned harmonic volumetric mapping using mfs," Computers & Graphics, vol. 34, no. 3, pp. 242-251, 2010....
FaPN: Feature-aligned Pyramid Network for Dense Image PredictionShihua Huang Zhichao Lu Ran Cheng * Cheng HeSouthern University of Science and Technology †{shihuahuang95, luzhichaocn, ranchengcn, chenghehust}@gmail.comAbstractRecent advancements in deep neural networks havemade remarkable leap-forwa...
Fed^2: Feature-Aligned Federated Learning Fed^2: Feature-Aligned Federated Learning Fuxun Yu, Weishan Zhang, Zhuwei Qin, Zirui Xu, Di Wang, ChenChen Liu, Zhi Tian, Xiang Chen August 2021 Abstract to come… (在新选项卡中打开)
In this paper, we explore the principles in addressing such feature misalignment issues and inventively propose Feature-Aligned Segmentation Networks (AlignSeg). AlignSeg consists of two primary modules, i.e., the Aligned Feature Aggregation (AlignFA) module and the Aligned Context Modeling (AlignCM...
AlignSeg 语义分割ADE20K数据集SOTA | Feature-Aligned Segmentation,程序员大本营,技术文章内容聚合第一站。
11 Commits dataset loss networks utils LICENSE README.md engine.py evaluate.py run_local.sh train.py README MIT license AlignSeg: Feature-Aligned Segmentation Networks Pytorch code for the TPAMI paper entitledAlignSeg: Feature-Aligned Segmentation Networks. This is a minimal code to run Alignseg on...
IEEETRANSACTIONSONVISUALIZATIONANDCOMPUTERGRAPHICS,VOL.12,NO.5,SEPTEMBER/OCTOBER2006FeatureAlignedVolumeManipulationforIllustrationandVisualizationCarlosD.Correa,StudentMember,IEEE,DeborahSilver,Member,IEEE,andMinChenAbstract—InthispaperwedescribeaGPU-basedtechniqueforcreatingillustrativevisualizationthroughinteractivemanipula...