A High Resolution Optical Satellite Image Dataset for Ship Recognition and Some New Baselines | |
Liu,Zikun1,2; Yuan,Liu3; Weng,Lubin1; Yang Yiping1 | |
2017-03 | |
会议名称 | 6th International Conference on Pattern Recognition Applications and Methods |
会议日期 | February 24-26, 2017 |
会议地点 | Porto - Portugal |
摘要 | Ship recognition in high-resolution optical satellite images is an important task. However, it is difficult to recognize ships under complex backgrounds, which is the main bottleneck for ship recognition and needs to be further explored and researched. As far as we know, there is no public remote sensing ship dataset and few open source work. To facilitate future ship recognition related research, in this paper, we present a public high-resolution ship dataset, “HRSC2016”, that covers not only bounding-box labeling way, but also rotated bounding box way with three-level classes including ship, ship category and ship types. We also provide the ship head position for all the ships with “V” shape heads and the segmentation mask for every image in “Test set”. Besides, we volunteer a ship annotation tool and some development tools. Given these rich annotations we perform a detailed analysis of some state-of-the-art methods, introduce a novel metric, the separation fitness (SF), that is used for evaluating the performance of the sea-land segmentation task and we also build some new baselines for recognition. The latest dataset can be downloaded from “http://www.escience.cn/people/liuzikun/DataSet.html”. |
关键词 | High Resolution Optical Remote Sensing Image Sea-land Segmentation Ship Detection Ship Recognition Dataset |
DOI | 10.5220/0006120603240331 |
语种 | 英语 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/14545 |
专题 | 综合信息系统研究中心 |
通讯作者 | Weng,Lubin |
作者单位 | 1.Institute of Automation Chinese Academy of Sciences, 95 Zhongguancun East Road, 100190, Beijing, China 2.University of Chinese Academy of Sciences, 80 Zhongguancun East Road, 100190, Beijing, China 3.China Academy of Electronics and Information Technology, 11 Shuanyuan Road, 100041, Beijing, China |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Liu,Zikun,Yuan,Liu,Weng,Lubin,et al. A High Resolution Optical Satellite Image Dataset for Ship Recognition and Some New Baselines[C],2017. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A High Resolution Op(2797KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 |
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