2023.12 - 至今 同濟大學 長聘副教授
2020.12 - 2023.12 同濟大學 副教授
2017.04 - 2020.12 同濟大學 助理教授
2015.10 - 2017.03 同濟大學 助理研究員
2011.10 - 2015.02 意大利特倫托大學(University of Trento)博士,信息與通訊技術
2009.09 - 2011.06 中國礦業大學,碩士,攝影測量與遙感
2005.09 - 2009.06 中國礦業大學,學士,地理信息系統
獲獎與榮譽
2023年,獲地理信息科技進步獎一等獎(排名第5)
2023年,獲中國遙感委員會“優秀審稿專家”(《遙感學報》年度唯一)
2021年,獲第九屆高校GIS論壇“高校GIS新銳”
2021年,獲上海市教衛工作黨委系統優秀共產黨員稱號
2021年,入選上海市青年科技啟明星計劃
2020年,獲同濟大學“優秀班主任”
2019年,獲測繪科技進步獎一等獎(排名第1)
研究方向
月球與行星遙感光譜探測
多模態遙感信息融合與應用
遙感場景-要素-物質智能識別與解譯
多時相遙感動態監測及應用
圖像智能理解與深度模式識別
主要學術兼職
委員,中國測繪學會深空探測遙感測繪工作委員會
委員,中國圖象圖形學學會遙感圖像專業委員會
委員,中國遙感應用協會高光譜遙感技術與應用專業委員會
技術委員會主席,第十屆國際多時相遙感影像分析會議(10th International Workshop on the Analysis of Multitemporal Remote Sensing Images - MultiTemp 2019)
程序委員會委員,國際光學工程學會“遙感圖像和信號處理”遙感國際會議(SPIE Remote Sensing Digital Forum:Image and Signal Processing for Remote Sensing)2020年-至今
聯合組長,IEEE地球科學和遙感學會(GRSS)圖像分析與數據融合技術委員會(IADF-TC)圖像與信號處理工作組(WG-ISP)
會員,電氣電子工程師學會(IEEE)
會員,IEEE地球科學與遙感協會(IEEE GRSS)
會員,國際光學工程學會(SPIE)
擔任10多個國際、國內學術會議分會場主席
擔任50多個國際、國內學術期刊和國內外會議審稿人
主要項目
國家自然科學基金專項項目,耦合形貌-礦物-元素的祝融號著陸巡視區水活動痕跡遙感探測(42241130),2023.01~2023.12,主持
國家自然科學基金面上項目,融合多時相深淺特征的高光譜衛星遙感影像自動變化檢測方法研究(42071324),2021.1~2024.12,主持
地表精細遙感變化檢測的多視角層次分析方法研究,國家自然科學基金青年基金(41601354), 2017.01-2019.12, 主持
衛星顫振影響修正,國家重點研發計劃項目子課題(2017YFB05029033),2017.06-2020.12,主持
主要論文
S. Liu, H. Zeng, H. Wang, X. Tong, H. Zhao, K. Du, J. Zhang, "A Novel Adaptive Spectral Drift Correction Method for Re-calibrating the MarSCoDe - LIBS Data in China's Tianwen-1 Mars Mission," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 16, pp. 5430-5440, 2023.
H. Zhao, S. Liu*, X. Tong, Q Du, L. Bruzzone, K. Du, J. Zhang, X. Lu, “MarsMapNet: A Novel Superpixel-Guided Multi-view Feature Fusion Network for Efficient Martian Landform Mapping,” IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024, Art no. 4600216.
Y. Lin , S. Liu*, Y. Zheng, X. Tong, H. Xie, H. Zhu, K. Du, H. Zhao, J. Zhang, “An Unsupervised Transformer-based Multivariate Alteration Detection Approach for Change Detection in VHR Remote Sensing Images,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 3251-3261, 2024.
S. Liu, K. Du, X. Tong, H. Xie, Y. Feng, Y. Jin, C. Wang, H. Zhao, J. Zhang, “In-situ mapping of iron and titanium with the visible and near-infrared image spectrometer (VNIS) along the Yutu-2 rover traverse on the farside of the moon,” Icarus, vol. 412, 2024, Art no. 116003.
H. Zhao, S. Liu, Q. Du, L. Bruzzone, Y. Zheng, K. Du, X. Tong, H. Xie, X. Ma, "GCFnet: Global Collaborative Fusion Network for Multispectral and Panchromatic Image Classification," IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, 2022, Art no. 5632814.
S. Liu, Y. Zheng, Q. Du, L. Bruzzne, A. Samat, X. Tong, Y. Jin, C. Wang, “A Shallow-to-Deep Feature Fusion Network for VHR Remote Sensing Image Classification," IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-13, 2022, Art no. 5410213.
S. Liu, F. Bovolo, L. Bruzzone, X. Tong, Q. Du, “Foreword to the Special Issue on Recent Advances in Multitemporal Remote Sensing Data Processing,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.15, pp: 776-778, 2022.
S. Liu, H. Zhao, Q. Du, L. Bruzzone, A. Samat and X. Tong, "Novel Cross-Resolution Feature-Level Fusion for Joint Classification of Multispectral and Panchromatic Remote Sensing Images," IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-14, 2022, Art no. 5619314.
Y. Zheng, S. Liu, Q. Du, H. Zhao, X. Tong and M. Dalponte, "A Novel Multitemporal Deep Fusion Network (MDFN) for Short-Term Multitemporal HR Images Classification," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 14, pp. 10691-10704, 2021.
S. Liu, Y. Zheng, Q. Du, A. Samat, X. Tong, M. Dalponte, “A Novel Feature Fusion Approach for VHR Remote Sensing Image Classification,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.14, pp:464-473, 2021.
S. Liu, Y. Zheng, M. Dalponte, X. Tong, “A Novel Fire Index based Burned Area Change Detection Approach Using Landsat-8 OLI Data,” European Journal of Remote Sensing, vol. 53, no. 1, pp:104-112, 2020.
S. Liu, Q. Hu, X. Tong, J. Xia, Q. Du, A. Samat, X. Ma, “A Multi-scale Superpixel-Guided Filter Feature Extraction and Selection Approach for Classification of Very-High-Resolution Remotely Sensed Imagery,” Remote Sensing, 12, 862, 2020.
S. Liu, Q. Du, X. Tong, A. Samat, L. Bruzzone, “Unsupervised Change Detection in Multispectral Remote Sensing Images via Spectral-Spatial Band Expansion,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 12, no. 9, pp:3578-3587, 2019.
S. Liu, D. Marinelli, L. Bruzzone and F. Bovolo, "A Review of Change Detection in Multitemporal Hyperspectral Images: Current Techniques, Applications, and Challenges," IEEE Geoscience and Remote Sensing Magazine, vol. 7, no. 2, pp. 140-158, 2019.
S. Liu, Q. Du, X. Tong, A. Samat, H. Pan , X. Ma, “Band Selection based Dimensionality Reduction for Change Detection in Multitemporal Hyperspectral Images,” Remote Sensing, vol. 9, no.10, pp:1008, 2017.
S. Liu, Q. Du, X. Tong, A. Samat, L. Bruzzone, F. Bovolo, “Multiscale Morphological Compressed Change Vector Analysis for Unsupervised Multiple Change Detection,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 10, no. 9, pp. 4124-4137, 2017.
S. Liu, M. Chi, Y. Zou, A. Samat, J.A. Benediktsson, A. Plaza, “Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection Perspective,” IEEE Geoscience and Remote Sensing Letters, vol. 14, no.3, pp:324-328, 2017.
S. Liu, L. Bruzzone, F. Bovolo, P. Du., “Unsupervised Multitemporal Spectral Unmixing for Detecting Multiple Changes in Hyperspectral Images,” IEEE Transactions on Geoscience and Remote Sensing, vol.54, no. 5, pp:2733-2748, 2016.
S. Liu, L. Bruzzone, F. Bovolo, M. Zanetti, P. Du., “Sequential Spectral Change Vector Analysis for Iteratively Discovering and Detecting Multiple Changes in Hyperspectral Images”, IEEE Transactions on Geoscience and Remote Sensing, vol.53, no. 8, pp:4363-4378, 2015.
S. Liu, L. Bruzzone, F. Bovolo, P. Du, “Hierarchical Unsupervised Change Detection in Multitemporal Hyperspectral Images,” IEEE Transactions on Geoscience and Remote Sensing, vol.53, no.1, pp: 244-260, 2015.
論文列表請參見:Google Scholar,Researchgate
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