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Image Segmentation

Key words: Deep learning based Remote sensing image semantic classification, image instance segmentation, land-cover classification,etc.

Dataset


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]

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]

Methods


Parsing Very High Resolution Urban Scene Images by Learning Deep ConvNets with Edge-Aware Loss .
X. Zheng, L. Huan, G.-S. Xia, J. Gong.
ISPRS Journal of Photogrammetry and Remote Sensing, in press, 2020.
[paper]

X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data .
D. Hong, N. Yokoya, G.-S. Xia, J. Chanussot, X. Zhu.
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 167, pp.12-23, 2020.
[paper]

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]

Large-scale Land Cover Classification with GaoFen-2 Satellite Imagery .
X.-Y. Tong, Q. Lu, G.-S. Xia, L. Zhang.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS): Spain, 2018.
[paper]

Multi-Scale Weighted Branch Network for Remote Sensing Image Classification .
K. Yang, Z. Liu, Q. Lu, G.-S. Xia.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)- DOAI Workshop, 2019.
[paper]

Scene segmentation via low-dimensional semantic representation and CRFs.
W. Yang, B. Triggs, D. Dai, G.-S. Xia.
EURASIP Journal on Advances in Signal Processing, Vol.2010, No.1, pp.196036, 2009.
[paper]

FGN: Fully Guided Network for Few-Shot Instance Segmentation.
Z. Fan, J.-G. Yu, Z. Liang, J. Ou, C. Gao, G.-S. Xia, Y. Li.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[paper]

Exemplar-Based Recursive Instance Segmentation With Application to Plant Image Analysis.
J.-G.Yu, Y. Li, C. Gao, H.Gao, G.-S. Xia, Z.L.Yu and Y. Li
IEEE Trans. on Image Processing (TIP), Vol. 29, No. 9, pp.389-404, 2019.
[paper]