Knowledge Commons of Institute of Automation,CAS
DeepPlane: a unified deep model for aircraft detection and recognition in remote sensing images | |
Hongzhen Wang1,2; Yongchan Gong1; Ying Wang1; Lingfeng Wang1; Chunhong Pan1 | |
发表期刊 | Journal of Applied Remote Sensing |
2017-11 | |
期号 | 11(4)页码:042606 |
摘要 | Deep convolutional neural networks (CNNs) have shown outstanding performance in object recognition from natural images. In contrast, object recognition from remote sensing images is more challenging, due to the complex background and inadequate data for training a deep network with a huge number of parameters. In this paper,
we propose a unified deep CNN, called DeepPlane, to simultaneously detect the position and classify the category of aircraft in remote sensing images. This model consists of two correlative deep networks: the first one is designed to generate object proposals as well as feature maps and the second one is cascaded upon the first one to perform classification and box regression in one shot. The “Inception Module” is introduced to tackle the insufficient training data problem that is one of the most challenging obstacles of the detection in remote sensing images. Extensive experiments demonstrate the efficiency of the proposed DeepPlane model. Specifically, DeepPlane could model detection and classification jointly and achieves 91.9% mAP in six categories of aircraft which advances the state-of-the-art,
sometimes considerably, for both tasks. |
关键词 | Aircraft Recognition Remote Sensing Images Convolutional Neural Networks Object Detection |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/20961 |
专题 | 多模态人工智能系统全国重点实验室_先进时空数据分析与学习 |
作者单位 | 1.中国科学院自动化研究所 2.中国科学院大学 |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Hongzhen Wang,Yongchan Gong,Ying Wang,et al. DeepPlane: a unified deep model for aircraft detection and recognition in remote sensing images[J]. Journal of Applied Remote Sensing,2017(11(4)):042606. |
APA | Hongzhen Wang,Yongchan Gong,Ying Wang,Lingfeng Wang,&Chunhong Pan.(2017).DeepPlane: a unified deep model for aircraft detection and recognition in remote sensing images.Journal of Applied Remote Sensing(11(4)),042606. |
MLA | Hongzhen Wang,et al."DeepPlane: a unified deep model for aircraft detection and recognition in remote sensing images".Journal of Applied Remote Sensing .11(4)(2017):042606. |
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