.png){kind=icon}
返回
Attention-based adaptive context network for anchor-free instance segmentation
.png){kind=icon}
PRE
AI
DOI：10.1007/s13042-022-01648-x.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
It is crucial to obtain accurate and efficient instance segmentation masks in many modern applications such as automatic pilot and robotic manipulation. In this paper, we propose a straightforward and flexible two-stage framework for instance segmentation, which simultaneously generates box-level localization information in an image and instance-level segmentation information for each instance. We name this framework as Attention-based Adaptive Context Network for anchor-free Instance Segmentation (ContextMask), which extends the object detector FCOS (Fully Convolutional One-stage Object Detection) by adding a novel multi-scale adaptive context-guided mask (MACG-Mask) branch containing an adaptive context network and a MaskloU branch. The adaptive context network is to combine the global context in predicted bounding boxes and the MaskloU branch is to evaluate the quality of the predicted masks. With the development of deep convolutional neural networks, the network continues to deepen so that it is difficult to balance spatial information and semantic information well. To address the issue, we design a weighted FPN, which obtains feature maps with balance-well spatial and semantic information by concatenating and weighting feature maps of different resolutions. Besides, we also propose an attention-based head, which adds spatial attention and channel attention module to make each pixel have a unique weight to solve the problem of large-scale variant of objects. We verify ContextMask's effectiveness on the fine-annotations Cityscapes and COCO dataset. ContextMask outperforms state-of-the-art methods and achieves 38.4% AP on the Cityscapes dataset and 39.0%AP on the COCO dataset.
Keyword:
Instance segmentation
MACG-mask branch
Weighted FPN
ContextMask
期刊
IF:
2.7
论文数:
3.2K
被引数:
5.6K
机构
引用论文
Developing Wind and/or Solar Powered Crop Irrigation Systems for the Great Plains为大平原开发风能和/或太阳能作物灌溉系统
PREAI
分享收藏Caw’s Walking State Recognition Based on Accelerometers and Gyroscopes Installed on Ear-Tags and Collar-Tags基于安装在耳标和项圈上的加速度计和陀螺仪的Caw步行状态识别
PREAI
分享收藏Thermal comfort, perceived air quality, and cognitive performance when personally controlled air movement is used by tropically acclimatized persons当热带适应的人使用个人控制的空气运动时，热舒适性，感知的空气质量和认知表现.png)
Indoor Air
OAAI
Indoor AirIF0
OAAI分享收藏Distant regulatory elements in a Sox10‐βGEO BAC transgene are required for expression of Sox10 in the enteric nervous system and other neural crest‐derived tissuesSox10-βgeo BAC转基因中的远距离调控元件是肠神经系统和其他神经源性组织中 Sox10 表达所必需的OAAI
OAAI分享收藏
查看更多内容