Image Segmentation
Key words: Deep learning based Remote sensing image semantic classification, image instance segmentation, land-cover classification,etc.
Dataset
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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] |
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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
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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] |
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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] |
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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] |
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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] |
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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] |
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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] |
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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] |
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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] |