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,...
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。
AlignSeg consists of two primary modules, i.e., the Aligned Feature Aggregation (AlignFA) module and the Aligned Context Modeling (AlignCM) module. First, AlignFA adopts a simple learnable interpolation strategy to learn transformation offsets of pixels, which can effectively relieve the feature ...
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AlignSeg (Ours)ResNet-101Yes82.4 TABLE VIII: Result comparison with state of the arts on theCityscapes test. Parse references ApproachBackbonemIoU (%) dilated convlution based approaches DeepLab-v2 [4] †ResNet-10170.4 ResNet-38 [40] †WiderResnet-3878.4 ...