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Image Gradient-based Fast Superpixel Segmentation Algorithm for PolSAR Images
2019 6th Asia-Pacific Conference on Synthetic Aperture Radar (APSAR), 2019Superpixel segmentation has been widely used in the field of image segmentation because of its excellent performance. Simple linear iterative clustering (SLIC) shows excellent performance in optical images and has also been widely used in polarimetric synthetic aperture radar (PolSAR) images. However, the initialization method in SLIC cannot accurately
Tao Wang +3 more
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Task-Oriented GAN for PolSAR Image Classification and Clustering
IEEE Transactions on Neural Networks and Learning Systems, 2019Based on a generative adversarial network (GAN), a novel version named Task-Oriented GAN is proposed to tackle difficulties in PolSAR image interpretation, including PolSAR data analysis and small sample problem. Besides two typical parts in GAN, i.e., generator (G-Net) and discriminator (D-Net), there is a third part named TaskNet (T-Net) in the Task ...
Fang Liu, Licheng Jiao, Xu Tang
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Weighted Wishart distance learning for PolSAR image classification
International Journal of Remote Sensing, 2017ABSTRACTAn approach of weighted Wishart distance learning, shorted for W2-based distance learning, is proposed for polarimetric synthetic aperture radar (PolSAR) image classification. It aims to adjust the Wishart distance by enhancing discrimination as well as exploiting spatial information. The proposed distance learning keeps samples within the same
Chen Sun +3 more
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Adaptive Conditional GAN based Ka-Band PolSAR Image Simulation by Using X-Band PolSAR Image Transfer
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, 2023Danwei Lu +4 more
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PolSAR-SSN: An End-to-End Superpixel Sampling Network for PolSAR Image Classification
IEEE Geoscience and Remote Sensing Letters, 2022Lei Wang +5 more
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A Enhanced DeepLabv3+ for PolSAR image classification
2023 4th International Conference on Computer Engineering and Application (ICCEA), 2023Fang Zhang +5 more
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On MMSE Speckle Filtering of Polsar Images
IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, 2022Mohamed Yahia +3 more
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Polsar Image Classification with Transformer
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing SymposiumYunpeng Zhang +6 more
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