Remote Sensing Image Classification

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

10 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 39 papers with code (93 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector Network
  20 Mar 2020 4 repositories listed
  Inspired by the success of edge enhanced GAN (EEGAN) and ESRGAN, we apply a new edge-enhanced super-resolution GAN (EESRGAN) to improve the image quality of remote sensing images and use different detector networks in…
• RSMamba: Remote Sensing Image Classification with State Space Model
  28 Mar 2024 3 repositories listed Syntology ran 8 of 10 samples · 2 unverified
  Remote sensing image classification forms the foundation of various understanding tasks, serving a crucial function in remote sensing image interpretation.
• MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image Classification
  26 Aug 2024 2 repositories listed
  The MSFMamba network is composed of three key components: the Multi-Scale Spatial Mamba (MSpa-Mamba) block, the Spectral Mamba (Spe-Mamba) block, and the Fusion Mamba (Fus-Mamba) block.
• Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification
  14 Jul 2022 2 repositories listed
  We present AiTLAS: Benchmark Arena -- an open-source benchmark suite for evaluating state-of-the-art deep learning approaches for image classification in Earth Observation (EO).
• Multimodal Fusion Transformer for Remote Sensing Image Classification
  31 Mar 2022 2 repositories listed
  Vision transformers (ViTs) have been trending in image classification tasks due to their promising performance when compared to convolutional neural networks (CNNs).
• Lake Ice Monitoring with Webcams and Crowd-Sourced Images
  18 Feb 2020 2 repositories listed
  On average, it achieves intersection-over-union (IoU) values of ~71% across different cameras and ~69% across different winters, greatly outperforming prior work.
• MVNet: Hyperspectral Remote Sensing Image Classification Based on Hybrid Mamba-Transformer Vision Backbone Architecture
  6 Jul 2025 1 repository listed
  Hyperspectral image (HSI) classification faces challenges such as high-dimensional data, limited training samples, and spectral redundancy, which often lead to overfitting and insufficient generalization capability.
• A Diff-Attention Aware State Space Fusion Model for Remote Sensing Classification
  23 Apr 2025 1 repository listed
  Based on the selective state space model, a cross-modal diff-attention module (CMDA-Module) is designed to extract and separate the common features and their respective dominant features of MS and PAN images.
• A synergistic CNN-transformer network with pooling attention fusion for hyperspectral image classification
  14 Feb 2025 1 repository listed
  Moreover, a cascade transformer encoder is employed for global spectral feature extraction, and a simple yet efficient cross-layer feature fusion (CFF) module is designed to reduce the loss of crucial information in the…
• Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification
  20 Jan 2025 1 repository listed
  Our pruning strategy is defined based on the layer-wise relevance propagation (LRP) driven explanations to: 1) efficiently and effectively identify the most relevant and informative model parameters (to be exchanged…
• RemoteTrimmer: Adaptive Structural Pruning for Remote Sensing Image Classification
  17 Dec 2024 1 repository listed
  Model pruning is an effective method for model compression.
• Onboard Satellite Image Classification for Earth Observation: A Comparative Study of ViT Models
  5 Sep 2024 1 repository listed
  This study focuses on identifying the most effective pre-trained model for land use classification in onboard satellite processing, emphasizing achieving high accuracy, computational efficiency, and robustness against…
• Gradient-Guided Multiscale Focal Attention Network for Remote Sensing Scene Classification
  16 Jul 2024 1 repository listed
  Remote sensing scene classification (RSSC) aims to understand and analyze the semantic information at the scene level with complex geographical properties.
• FlightScope: An Experimental Comparative Review of Aircraft Detection Algorithms in Satellite Imagery
  3 Apr 2024 1 repository listed
  Object detection in remotely sensed satellite pictures is fundamental in many fields such as biophysical, and environmental monitoring.
• ViGEO: an Assessment of Vision GNNs in Earth Observation
  15 Feb 2024 1 repository listed
  Satellite missions and Earth Observation (EO) systems represent fundamental assets for environmental monitoring and the timely identification of catastrophic events, long-term monitoring of both natural resources and…
• SS-MAE: Spatial-Spectral Masked Auto-Encoder for Multi-Source Remote Sensing Image Classification
  8 Nov 2023 1 repository listed Syntology ran 8 of 15 samples · 7 unverified · 15 pointer-only (licence)
  Existing MIM-based methods mostly focus on spatial feature modeling, neglecting spectral feature modeling.
• DGCNet: An Efficient 3D-Densenet based on Dynamic Group Convolution for Hyperspectral Remote Sensing Image Classification
  13 Jul 2023 1 repository listed
  Referring to the idea of dynamic network, dynamic group convolution(DGC) is designed on 3d convolution kernel.
• Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions
  30 Jun 2023 1 repository listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  So when applied to large-scale real-world GPS coordinate datasets, which require distance metric learning on the spherical surface, both types of models can fail due to the map projection distortion problem (2D) and the…
• Quantitative Analysis of Primary Attribution Explainable Artificial Intelligence Methods for Remote Sensing Image Classification
  6 Jun 2023 1 repository listed
  We present a comprehensive analysis of quantitatively evaluating explainable artificial intelligence (XAI) techniques for remote sensing image classification.
• FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised Learning
  13 Mar 2023 1 repository listed
  Inspired by the abundance of publicly available remote sensing projects and the burgeoning development of deep learning in computer vision, our research focuses on assessing fire risk using remote sensing imagery.
• Universal Domain Adaptation for Remote Sensing Image Scene Classification
  26 Jan 2023 1 repository listed
  Empirical results show that the proposed model is effective and practical for remote sensing image scene classification, regardless of whether the source data is available or not.
• Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image Classification
  4 Aug 2022 1 repository listed
  First, the label co-occurrence graph is obtained according to the statistical information of the data set.
• Self-Attention-Based Deep Feature Fusion for Remote Sensing Scene Classification
  30 May 2022 1 repository listed
  In this letter, we propose a new method, called self-attention-based deep feature fusion (SAFF), to aggregate deep layer features and emphasize the weights of the complex objects of remote sensing scene images for…
• DKDFN: Domain Knowledge-Guided deep collaborative fusion network for multimodal unitemporal remote sensing land cover classification
  13 Feb 2022 1 repository listed
  The multibranch decoder enables land cover classification in a multitask learning setup, performing semantic seg­ mentation and reconstructing multimodal remote sensing indices, which are selected as representatives of…
• Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative Study
  6 Oct 2021 1 repository listed
  Efficiently implementing remote sensing image classification with high spatial resolution imagery can provide a significant value in Land Use and Land Cover (LULC) classification.
• A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-Labels
  12 May 2021 1 repository listed
  The proposed CCML identifies, ranks and corrects training images with noisy multi-labels through four main modules: 1) discrepancy module; 2) group lasso module; 3) flipping module; and 4) swap module.
• A Multi-Task Deep Learning Framework for Building Footprint Segmentation
  19 Apr 2021 1 repository listed
  The task of building footprint segmentation has been well-studied in the context of remote sensing (RS) as it provides valuable information in many aspects, however, difficulties brought by the nature of RS images such…
• Self-Supervised Learning of Remote Sensing Scene Representations Using Contrastive Multiview Coding
  14 Apr 2021 1 repository listed
  We show that, for the downstream task of remote sensing image classification, using self-supervised pre-training on remote sensing images can give better results than using supervised pre-training on images of natural…
• Remote Sensing Image Classification with the SEN12MS Dataset
  1 Apr 2021 1 repository listed
  Using that, we provide results for several baseline models based on two standard CNN architectures and different input data configurations.
• Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification
  14 Jan 2021 1 repository listed
  On the other hand, the optimization of complex hyperparameters (e.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.