|实验室介绍| || |团队介绍| |实验室动态| |实验室成果| |English|



实验室成果  
2021:
Du S, Du S, Liu B, et al. Incorporating DeepLabv3+ and object-based image analysis for semantic segmentation of very high resolution remote sensing images[J]. International Journal of Digital Earth, 2021, 14(3): 357-378.

Xi W, Du S, Du S, et al. Intra-annual land cover mapping and dynamics analysis with dense satellite image time series: a spatiotemporal cube based spatiotemporal contextual method[J]. GIScience & Remote Sensing, 2021: 1-24.

Du S, Du S, Liu B, et al. Mapping large-scale and fine-grained urban functional zones from VHR images using a multi-scale semantic segmentation network and object based approach[J]. Remote Sensing of Environment, 2021, 261: 112480.

Shang S, Du S, Du S, et al. Estimating building-scale population using multi-source spatial data[J]. Cities, 2021, 111: 103002.

2020:
Zhang X, Du S, Du S, et al. How do land-use patterns influence residential environment quality? A multiscale geographic survey in Beijing[J]. Remote Sensing of Environment, 2020, 249: 112014.

Zhang X, Du S, Zheng Z. Heuristic sample learning for complex urban scenes: Application to urban functional-zone mapping with VHR images and POI data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2020, 161: 1-12.

Du S, Du S, Liu B, et al. Large-scale urban functional zone mapping by integrating remote sensing images and open social data[J]. GIScience & Remote Sensing, 2020, 57(3): 411-430.

Liu B, Du S, Du S, et al. Incorporating deep features into GEOBIA paradigm for remote sensing imagery classification: A patch-based approach[J]. Remote Sensing, 2020, 12(18): 3007.

2019:
Zhang C, Li G, Du S. Multi-scale dense networks for hyperspectral remote sensing image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(11): 9201-9222.

Du S, Du S, Liu B, et al. Context-Enabled Extraction of Large-Scale Urban Functional Zones from Very-High-Resolution Images: A Multiscale Segmentation Approach[J]. Remote Sensing, 2019, 11(16): 1902.

2018:
Zhang X, Du S, Wang Q, et al. Multiscale geoscene segmentation for extracting urban functional zones from VHR satellite images[J]. Remote Sensing, 2018, 10(2): 281.

Zhang X, Du S, Wang Q. Integrating bottom-up classification and top-down feedback for improving urban land-cover and functional-zone mapping[J]. Remote Sensing of Environment, 2018, 212: 231-248.

Zheng Z, Du S, Wang Y C, et al. Mining the regularity of landscape-structure heterogeneity to improve urban land-cover mapping[J]. Remote Sensing of Environment, 2018, 214: 14-32.

Zhang X, Du S, Zhang Y. Semantic and spatial co-occurrence analysis on object pairs for urban scene classification[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 11(8): 2630-2643.

2017:
Zhao W, Du S, Emery W J. Object-based convolutional neural network for high-resolution imagery classification[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2017, 10(7): 3386-3396.

Zhang X, Du S, Wang Q. Hierarchical semantic cognition for urban functional zones with VHR satellite images and POI data[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2017, 132: 170-184.

Zhao W, Du S, Wang Q, et al. Contextually guided very-high-resolution imagery classification with semantic segments[J]. ISPRS journal of photogrammetry and remote sensing, 2017, 132: 48-60.

2016:
Zhao W, Du S. Spectral–spatial feature extraction for hyperspectral image classification: A dimension reduction and deep learning approach[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(8): 4544-4554.

Zhao W, Du S. Learning multiscale and deep representations for classifying remotely sensed imagery[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2016, 113: 155-165.

Du S, Xiong Z, Wang Y C, et al. Quantifying the multilevel effects of landscape composition and configuration on land surface temperature[J]. Remote Sensing of Environment, 2016, 178: 84-92.

Zhao W, Du S. Scene classification using multi-scale deeply described visual words[J]. International Journal of Remote Sensing, 2016, 37(17): 4119-4131.


 

 

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