Leaderboards/Remote-Sensing Image Classification

Remote-Sensing Image Classification

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Krishna Karra
Impact
2
Gill Ammara
Unknown
3
Degang Wang
Chinese Academy of Sciences
4
Xianping Ma
Southwest Jiaotong University
5
Keyan Chen
Hong Kong Jockey Club
6
Leiyu Chen
Guizhou University
7
Yuxuan Li
Shijiazhuang Tiedao University
8
Yuchao Feng
Westlake University
9
Linfeng Tang
Wuhan University
10
Chenyu Li
University of Pittsburgh

Rising Stars Papers

1
Advanced Modelling of Soil Organic Carbon Content in Coal Mining Areas Using Integrated Spectral Analysis: A Dengcao Coal Mine Case Study
International Journal of Innovative Science and Research Technology (IJISRT)|2024
958 cit.
2
RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation Based on Visual Foundation Model
IEEE Transactions on Geoscience and Remote Sensing|2024
291 cit.
3
RSMamba: Remote Sensing Image Classification With State Space Model
IEEE Geoscience and Remote Sensing Letters|2024
289 cit.
4
RS <sup>3</sup> Mamba: Visual State Space Model for Remote Sensing Image Semantic Segmentation
IEEE Geoscience and Remote Sensing Letters|2024
276 cit.
5
A Multilevel Multimodal Fusion Transformer for Remote Sensing Semantic Segmentation
IEEE Transactions on Geoscience and Remote Sensing|2024
213 cit.
6
CasFormer: Cascaded transformers for fusion-aware computational hyperspectral imaging
Information Fusion|2024
163 cit.
7
SAM-Assisted Remote Sensing Imagery Semantic Segmentation With Object and Boundary Constraints
IEEE Transactions on Geoscience and Remote Sensing|2024
114 cit.
8
Learning Disentangled Priors for Hyperspectral Anomaly Detection: A Coupling Model-Driven and Data-Driven Paradigm
IEEE Transactions on Neural Networks and Learning Systems|2024
88 cit.
9
Sliding Dual-Window-Inspired Reconstruction Network for Hyperspectral Anomaly Detection
IEEE Transactions on Geoscience and Remote Sensing|2024
78 cit.
10
Nonlocal and Local Feature-Coupled Self-Supervised Network for Hyperspectral Anomaly Detection
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing|2025
45 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Pedram Ghamisi
Helmholtz Institute Freiberg for Resource Technology
2
Xuelong Li
China Telecom (China)
3
Fang Fang
University of Illinois Urbana-Champaign
4
Ya Li
Minzu University of China
5
Ailong Ma
Wuhan University
6
Ovidiu Csillik
Jet Propulsion Laboratory
7
Reza Ghezelbash
University of Tehran
8
Jiajun Cai
University of Hong Kong
9
Yanming Miao
Guizhou University
10
Weiwei Cai
Lishui City People's Hospital

Emerging Leaders Papers

1
Infrared and Visible Image Fusion via Decoupling Network
IEEE Transactions on Instrumentation and Measurement|2022
964 cit.
2
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting
Unknown Journal|2024
284 cit.
3
Multi-feature fusion: Graph neural network and CNN combining for hyperspectral image classification
Neurocomputing|2022
247 cit.
4
Landslide detection using deep learning and object-based image analysis
Landslides|2022
199 cit.
5
A Novel Representation Learning for Dynamic Graphs Based on Graph Convolutional Networks
IEEE Transactions on Cybernetics|2022
179 cit.
6
Deep hybrid: Multi-graph neural network collaboration for hyperspectral image classification
Defence Technology|2022
169 cit.
7
A Novel Scheme for Mapping of MVT-Type Pb–Zn Prospectivity: LightGBM, a Highly Efficient Gradient Boosting Decision Tree Machine Learning Algorithm
Natural Resources Research|2023
162 cit.
8
An Effective and Efficient Algorithm for K-Means Clustering With New Formulation
IEEE Transactions on Knowledge and Data Engineering|2022
142 cit.
9
Positive-Incentive Noise
IEEE Transactions on Neural Networks and Learning Systems|2022
128 cit.
10
Self-Supervised Locality Preserving Low-Pass Graph Convolutional Embedding for Large-Scale Hyperspectral Image Clustering
IEEE Transactions on Geoscience and Remote Sensing|2022
120 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Liangpei Zhang
Wuhan University
2
Lorenzo Bruzzone
University of Trento
3
Jocelyn Chanussot
Institut polytechnique de Grenoble
4
Antonio Plaza
Universidad de Extremadura
5
Qian Du
Mississippi State University
6
Jón Atli Benediktsson
University of Iceland
7
Michael Jones
Mitsubishi Electric (United States)
8
John Langford
Carnegie Mellon University
9
Jitendra Malik
Berkeley College
10
Licheng Jiao
Ministry of Education

Current Senior Leaders Papers

1
Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation
Unknown Journal|2014
31.8k cit.
2
Rapid object detection using a boosted cascade of simple features
Unknown Journal|2005
18.2k cit.
3
Normalized cuts and image segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence|2000
15.7k cit.
4
Robust Real-Time Face Detection
International Journal of Computer Vision|2004
14.2k cit.
5
A Global Geometric Framework for Nonlinear Dimensionality Reduction
Science|2000
13.7k cit.
6
Scale-space and edge detection using anisotropic diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence|1990
12k cit.
7
A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
Unknown Journal|2002
8k cit.
8
Contour Detection and Hierarchical Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence|2010
5.6k cit.
9
Classification of hyperspectral remote sensing images with support vector machines
IEEE Transactions on Geoscience and Remote Sensing|2004
4.3k cit.
10
DOTA: A Large-Scale Dataset for Object Detection in Aerial Images
Unknown Journal|2018
3.1k cit.

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