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遥感影像数据集

影像解译


On Creating Benchmark Datasets for Aerial Image Interpretation: Reviews, Guidances and Million-AID.
Y. Long, G.-S. Xia, S. Li, W. Yang, M. Y. Yang, X. X. Zhu, L. Zhang, D. Li.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, in press.
[paper] [Project Page]

场景分类


AID: A benchmark dataset for performance evaluation of aerial scene classification.
G.-S. Xia, J. Hu, F. Hu, B. Shi, X. Bai, Y. Zhong, L. Zhang.
IEEE Trans. on Geoscience and Remote Sensing, Vol. 55, No.7, pp.3965 - 3981, 2017.
[paper][Project Page]

语义分割


GID: Land-Cover Classification with High-resolution RS Images using Transferable Deep Models.
X.-Y. Tong, G.-S. Xia, Q. Lu, H. Shen, S. Li, S. You, L. Zhang.
Remote Sensing of Environment (RSE), Vol.237, 11132, 2020.
[paper] [Project Page]

目标检测


DOTA: A Large-scale dataset for object detection in aerial images.
G.-S. Xia, X. Bai, J. Ding, Z. Zhu, S. Belongie, J. Luo, M. Datcu, M. Pelillo, L. Zhang.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[paper] [Project Page]

影像检索


WHU-RS19: Structural high-resolution satellite image indexing .
G.-S. Xia, W. Yang, J. Delon, Y. Gousseau.
Symposium: 100 Years ISPRS - Advancing Remote Sensing Science: Vienna, Austria, 2010.
[paper] [Project Page]

实例分割


iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images.
S.-W. Zamir, A. Arora, A. Gupta, S. Khan, G. Sun, F. S. Khan, F. Zhu, L. Shao, G.-S. Xia, X. Bai.
CVPR DOAI Workshop, 2019.
[paper]

视频语义分割


The UAVid Dataset for Video Semantic Segmentation.
Y. Lyu, G. Vosselman, G.-S. Xia, A. Yilmaz, M. Yang.
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 165, pp. 108-119, 2020.
[paper] [Project Page]