Land Cover Classification

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

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

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 61 papers with code (151 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.

• EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification
  31 Aug 2017 8 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We present a novel dataset based on Sentinel-2 satellite images covering 13 spectral bands and consisting out of 10 classes with in total 27, 000 labeled and geo-referenced images.
• Cloud Removal in Satellite Images Using Spatiotemporal Generative Networks
  14 Dec 2019 3 repositories listed
  In contrast, we cast the problem of cloud removal as a conditional image synthesis challenge, and we propose a trainable spatiotemporal generator network (STGAN) to remove clouds.
• DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUs
  31 Jul 2024 2 repositories listed
  A communication network is added to facilitate inter-patch information exchange to enhance the understanding of spatial context.
• PhilEO Bench: Evaluating Geo-Spatial Foundation Models
  9 Jan 2024 2 repositories listed
  Massive amounts of unlabelled data are captured by Earth Observation (EO) satellites, with the Sentinel-2 constellation generating 1.
• Robust Burned Area Delineation through Multitask Learning
  15 Sep 2023 2 repositories listed
  In this dataset, we provide annotations for multiple tasks, including burned area delineation and land cover segmentation.
• 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).
• Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks
  3 Dec 2021 2 repositories listed
  By extension, effective representation of material and texture can describe other semantic classes strongly associated with said material and texture.
• CascadePSP: Toward Class-Agnostic and Very High-Resolution Segmentation via Global and Local Refinement
  6 May 2020 2 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  In this paper, we propose a novel approach to address the high-resolution segmentation problem without using any high-resolution training data.
• HyperPointFormer: Multimodal Fusion in 3D Space with Dual-Branch Cross-Attention Transformers
  29 May 2025 1 repository listed
  We evaluated our method by comparing it against both 3D and 2D methods using the 2018 IEEE GRSS Data Fusion Contest (DFC2018) dataset.
• Prototype-Based Information Compensation Network for Multi-Source Remote Sensing Data Classification
  6 May 2025 1 repository listed
  Afterward, we design a prototype-based information compensation module to model the global multi-source complementary information.
• Core-Set Selection for Data-efficient Land Cover Segmentation
  2 May 2025 1 repository listed
  The increasing accessibility of remotely sensed data and the potential of such data to inform large-scale decision-making has driven the development of deep learning models for many Earth Observation tasks.
• PAD: Phase-Amplitude Decoupling Fusion for Multi-Modal Land Cover Classification
  27 Apr 2025 1 repository listed
  The fusion of Synthetic Aperture Radar (SAR) and RGB imagery for land cover classification remains challenging due to modality heterogeneity and the underutilization of spectral complementarity.
• Geographical Context Matters: Bridging Fine and Coarse Spatial Information to Enhance Continental Land Cover Mapping
  16 Apr 2025 1 repository listed
  To address this limitation, we propose BRIDGE-LC (Bi-level Representation Integration for Disentangled GEospatial Land Cover), a novel deep learning framework that integrates multi-scale geospatial information into the…
• A Survey on Remote Sensing Foundation Models: From Vision to Multimodality
  28 Mar 2025 1 repository listed
  This paper provides a comprehensive review of the state-of-the-art in vision and multimodal foundation models for remote sensing, focusing on their architecture, training methods, datasets and application scenarios.
• CerraData-4MM: A multimodal benchmark dataset on Cerrado for land use and land cover classification
  31 Jan 2025 1 repository listed
  The Cerrado faces increasing environmental pressures, necessitating accurate land use and land cover (LULC) mapping despite challenges such as class imbalance and visually similar categories.
• ASANet: Asymmetric Semantic Aligning Network for RGB and SAR image land cover classification
  3 Dec 2024 1 repository listed
  Most existing studies on cross-modal fusion assume that consistent feature information is necessary between the two modalities, and as a result, they construct networks without adequately addressing the unique…
• SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation
  3 Sep 2024 1 repository listed
  The proposed model achieved state-of-the-art accuracy on the UAVid, ISPRS Vaihingen, and LoveDA datasets for the segmentation of the remote sensing images.
• Improving EO Foundation Models with Confidence Assessment for enhanced Semantic segmentation
  26 Jun 2024 1 repository listed
  Confidence assessments of semantic segmentation algorithms are important.
• AGBD: A Global-scale Biomass Dataset
  7 Jun 2024 1 repository listed
  This dataset combines AGB reference data from the GEDI mission with data from Sentinel-2 and PALSAR-2 imagery.
• OmniSat: Self-Supervised Modality Fusion for Earth Observation
  12 Apr 2024 1 repository listed Syntology ran 14 of 23 samples · 9 unverified
  The diversity and complementarity of sensors available for Earth Observations (EO) calls for developing bespoke self-supervised multimodal learning approaches.
• Heterogeneous Network Based Contrastive Learning Method for PolSAR Land Cover Classification
  29 Mar 2024 1 repository listed
  Besides, this work has implications for how to efficiently utilize the multi-features of PolSAR data to learn better high-level representation in CL and how to construct networks suitable for PolSAR data better.
• A citizen science toolkit to collect human perceptions of urban environments using open street view images
  29 Feb 2024 1 repository listed
  Street View Imagery (SVI) is a valuable data source for studies (e.
• Cross-Resolution Land Cover Classification Using Outdated Products and Transformers
  25 Feb 2024 1 repository listed
  In this paper, we propose a Transformerbased weakly supervised method for cross-resolution land cover classification using outdated data.
• 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…
• Multimodal Informative ViT: Information Aggregation and Distribution for Hyperspectral and LiDAR Classification
  6 Jan 2024 1 repository listed
  Additionally, the information distribution flow (IDF) in MIVit enhances performance-awareness by distributing global classification information across different modalities' feature maps.
• Modernized Training of U-Net for Aerial Semantic Segmentation
  1 Jan 2024 1 repository listed
  We present an extensive ablation study on the influence of different approach components on the overall performance.
• MineSegSAT: An automated system to evaluate mining disturbed area extents from Sentinel-2 imagery
  3 Nov 2023 1 repository listed
  This paper presents MineSegSAT, a model that presents a novel approach to predicting environmentally impacted areas of mineral extraction sites using the SegFormer deep learning segmentation architecture trained on…
• FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery
  20 Oct 2023 1 repository listed Syntology ran 6 of 8 samples · 2 unverified
  We introduce the French Land cover from Aerospace ImageRy (FLAIR), an extensive dataset from the French National Institute of Geographical and Forest Information (IGN) that provides a unique and rich resource for…
• Deep learning-based interactive segmentation in remote sensing
  25 Aug 2023 1 repository listed
  The performance of these methods on various land cover types, different object sizes, and multiple band combinations in the datasets was evaluated.
• Ben-ge: Extending BigEarthNet with Geographical and Environmental Data
  4 Jul 2023 1 repository listed
  Based on this dataset, we showcase the value of combining different data modalities for the downstream tasks of patch-based land-use/land-cover classification and land-use/land-cover segmentation.

Syntology lines on 4 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.