柳思聪｜同济大学｜学者主页

2026

遥感科学与技术领域十大前沿问题

张兵，陈晋，陈正超，陈佐旗，程晓，范闻捷，李素菊，刘良云，刘瑜，柳钦火，柳思聪，穆西晗，漆建波，任华忠，石茜，孙显，田庆久，万华伟，吴小丹，吴一戎，吴昀昭，闫珺，闫凯，阎广建，余柏蒗，俞乐，赵玉金，曾源，郑朝菊，郑雷

《遥感学报》

2026

Deep Learning for Remote Sensing Image Analysis with Limited Training Samples

G. Taskin, S. Ullo, V. Marsocci, Sicong Liu, Danfeng Hong, D. Tapete

Journal of Applied Remote Sensing

精选作品

期刊论文

遥感科学与技术领域十大前沿问题

Deep Learning for Remote Sensing Image Analysis with Limited Training Samples

CAB-SCD: Semantic Change Detection Based on Cost Aggregation

Evaluating intra-season multi-temporal data organization strategies for land cover classification in irrigation districts using multimodal remote sensing data

ReA-OVCD: Training-Free Open-Vocabulary Change Detection via Semantic-Spatial Reliability Assessment

Identifying high-value landing ellipses on Mars using a continuous optimization framework with suitability map

Special Section Guest Editorial: Deep Learning-Based Multi-Source Remote Sensing Data Processing and Applications

A Novel Reflectance Harmonization Method for Multiple Moon Mineralogy Mapper (M 3 ) Data in Lunar High-Latitude Polar Region

Zero-Shot Martian Landform Classification via Vision–Language Alignment in Foundation Models

A DINOv3-Driven Framework with Multiscale Adaptation and Boundary Refinement for Martian Slope Streak Change Detection

SGCA: A Scribble-Guided Cross-Attention framework for multimodal remote sensing change detection

High-resolution land cover mapping from coarse labels via a noisy label learning-guided cross-scale framework

A confluence-geometric feature fusion approach for Martian valley networks automated extraction and drainage characterization

Topographic and Geological Factors Affecting Martian Transverse Aeolian Ridges: A Multi‐Source Remote Sensing Analysis of Morphology and Local Sediment Provenance

Integrative analysis of transboundary land use conflicts in the Aral Sea Basin: A multi-scale assessment of drivers and strategies for sustainable management

Probabilistic Safe Landing Site Selection Based on Estimated Slope and Roughness Error

Segmentation and Spatiotemporal Analysis of Martian Dust Storms Using a U-Net Based Model With Attention Modules

火星高纬度典型区域石块遥感精细提取及分布特征分析

联合就位与轨道器遥感的月球冯卡门撞击坑浅表层物质成分与溯源分析

月球与近地行星三维形貌重建的智能方法综述：研究进展与未来挑战

月球探测选址:面向未来任务的南极百余个着陆点（英文）

TSMCF: Transformer-Based SAR and Multispectral Cross-Attention Fusion for Cloud Removal

CLIP-Based Content-Aware Change Detection for Bi-Temporal Remote Sensing Imagery

SAHT-Net: A Sparse Attention Hyperspectral Transformer Network for Martian Mineral Abundance Unmixing

SHMD: A Sequential Approach for Martian Hydrated Minerals Detection and Abundance Mapping

HDRoad: An encoder-decoder architecture with hybrid attention and directional prior for efficient road extraction from remote sensing images

BGSNet: A boundary-guided Siamese multitask network for semantic change detection from high-resolution remote sensing images

Modeling hydrous mineral distribution on Mars with extremely sparse data: A multi-scale spatial association modeling framework

SMGNet: A Semantic Map-Guided Multitask Neural Network for Remote Sensing Image Semantic Change Detection

A Novel In Situ Dust Cover Index for Analyzing the Multispectral Camera Image Acquired by China’s Zhurong Mars Rover

Scribble-Guided Structural Regression Fusion for Multimodal Remote Sensing Change Detection

SHIFT: Scribble-Driven Hybrid Iterative Feature Tracker for Multimodal Remote Sensing Image Change Detection

Stepwise Deep Feature Transfer Model for Martian Landform Mapping With Small Number of Labeled Samples

Mineral Impact on Brightness Temperature of the Moon: A Bivariate and GWR Approach With Microwave Radiometer Data

Identification and Spectral Characteristic Analysis of the Tianwen-1 Exhaust Disturbed Area Using HiRIC and HiRISE Imagery

A Multiagent Decision-Making Model for Martian Landing Site Selection

Quantification of Mars Entry Trajectory Uncertainty: Dynamic Adaptive Error Band Modeling and Multiscenario Performance Evaluation

A Novel Lunar Rock Detection Method Combining Multiscale Phase Feature Type Maps and Phase Congruency Moment Maps

Quantitative Mineral Maps of the Lunar South Polar Region Derived From the Moon Mineralogy Mapper (M 3 ) Data

Mineral quantitative inversion based on in-situ spectral observations from Yutu-2: Anomalous sample origin and mineral composition variations on the Rover's path

Navigating the lunar frontier: one hundred landing sites at the south pole for future mission challenges

Shallow subsurface water-ice distribution in the lunar south polar region: analysis based on Mini-RF and multi-metrics

A planetary landing trajectory planning method with the terrain hazard convex hull error model

High-resolution spatiotemporal solar irradiance mapping on Mars through coupled terrain-atmosphere modeling

LIBSFormer: Enhancing Mars in-situ LIBS data analysis with accurate and interpretable quantification of oxides

面向月球科研站资源支持的永久阴影区水冰红外遥感探测方法研究

顾及左右摆扫不同影响的航空大视场高分红外扫描仪几何外检校方法

嫦娥四号着陆区次表层介电特性全波形反演与仿真验证

An Unsupervised Transformer-Based Multivariate Alteration Detection Approach for Change Detection in VHR Remote Sensing Images

A Transformer-Enhanced Encoder-Decoder Network For Unsupervised Heterogeneous Remote Sensing Image Change Detection

An Adaptive Pseudo Sample Generation Approach for Unsupervised Multi-Class Change Detection in Hyperspectral Images

Data fidelity-oriented spatial-spectral fusion of CRISM and CTX images

Special Section Guest Editorial: Advanced Spectral Analysis Techniques and Remote Sensing Applications

Global automatic detection method employing multi-level constraints for circular markers in high-speed videogrammetry

Deforestation detection from spaceborne full-waveform laser altimetry, incorporating terrain effects: A case study in Porto Velho, Brazil

Optimized Landing Site Selection at the Lunar South Pole: A Convolutional Neural Network Approach

Hybrid FusionNet: A Hybrid Feature Fusion Framework for Multisource High-Resolution Remote Sensing Image Classification

MarsMapNet: A Novel Superpixel-Guided Multiview Feature Fusion Network for Efficient Martian Landform Mapping

Small Lunar Crater Detection From LROC NAC Using Statistically Constrained Path Morphologies and Unsupervised Discriminate Correlation Filters

A Novel Cross-Instrument Spectral Harmonization Approach for Mars In Situ LIBS Data

Automatic extraction of Transverse Aeolian Ridges (TARs) and analysis of landform influence for the Zhurong landing area on Mars

Analysis of a large buried impact crater and vertical mineral composition at the Chang'E-4 landing site by multi-source remote sensing data

Sample data selection based on the feature subspace for photometric correction of the Chang'E-4 in situ observations

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

Numerical Validation of Subsurface Dielectric Property Estimation Based on Full Waveform Inversion at Chang’E-4 Landing Site

人工智能时代的遥感变化检测技术：继承、发展与挑战

MTN: A Multi-Scale Transformer Network for Different Resolution Remote Sensing Images Change Detection

High-Precision Geometric Calibration Model for Spaceborne SAR Using Geometrically Constrained GCPs

Automatic Urban Scene-Level Binary Change Detection Based on a Novel Sample Selection Approach and Advanced Triplet Neural Network

Scene Change Detection by Differential Aggregation Network and Class Probability-Based Fusion Strategy

A Novel Adaptive Spectral Drift Correction Method for Recalibrating the MarSCoDe LIBS Data in China's Tianwen-1 Mars Mission

An Attention-Enhanced Feature Fusion Network (AeF 2 N) for Hyperspectral Image Classification

Quantitative Analysis of Meteorite Elements Based on the Multidimensional Scaling–Back Propagation Neural Network Algorithm Combined with Raman Mapping-Assisted Micro-Laser Induced Breakdown Spectroscopy

Rapid Determination of Meteorolite Composition Based on X-ray Phase Contrast Imaging-Assisted Raman Spectroscopy

Determination of Elemental Composition and Content in Stream Sediments by Laser-Induced Breakdown Spectroscopy

Characterization of Stromatolite Organic Sedimentary Structure Based on Spectral Image Fusion

Weighted and partial total least squares method for the EIV model with linear equality and inequality constraints

LIBS-MLIF Method: Stromatolite Phosphorite Determination