Segmentation Of Remote Sensing Imagery

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

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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

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

15 shown of 15 papers with code (27 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.

• Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery
  28 Jun 2023 3 repositories listed
  Land cover (LC) segmentation plays a critical role in various applications, including environmental analysis and natural disaster management.
• PyramidMamba: Rethinking Pyramid Feature Fusion with Selective Space State Model for Semantic Segmentation of Remote Sensing Imagery
  16 Jun 2024 2 repositories listed
  Semantic segmentation, as a basic tool for intelligent interpretation of remote sensing images, plays a vital role in many Earth Observation (EO) applications.
• SAM-Assisted Remote Sensing Imagery Semantic Segmentation with Object and Boundary Constraints
  5 Dec 2023 2 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  Furthermore, the boundary loss capitalizes on the distinctive features of SGB by directing the model's attention to the boundary information of the object.
• 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.
• LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery
  24 Jun 2024 1 repository listed
  In particular, we introduce affine transformations in the LCA module for adaptive extraction of local class representations to effectively tolerate scale and orientation variations in remotely sensed images.
• FMARS: Annotating Remote Sensing Images for Disaster Management using Foundation Models
  30 May 2024 1 repository listed
  This study introduces FMARS (Foundation Model Annotations in Remote Sensing), a methodology leveraging VHR imagery and foundation models for fast and robust annotation.
• Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models
  20 Apr 2023 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  As image databases grow each year, performing automatic segmentation with deep learning models has gradually become the standard approach for processing the data.
• Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery
  1 Sep 2022 1 repository listed Syntology ran 0 of 7 samples · 7 unverified
  To validate the generalizability of our dataset and the proposed approach across different sensors and different geographical regions, we carry out land cover mapping on five megacities in China and six cities in other…
• A Method for Detection of Small Moving Objects in UAV Videos
  11 Feb 2021 1 repository listed
  To circumvent this problem, we propose training a CNN using synthetic videos generated by adding small blob-like objects to video sequences with real-world backgrounds.
• Photi-LakeIce Dataset
  18 Feb 2020 1 repository listed
  On average, it achieves intersection-over-union (IoU) values of ~71% across different cameras and ~69% across different winters, greatly outperforming prior work.
• Lake Ice Detection from Sentinel-1 SAR with Deep Learning
  17 Feb 2020 1 repository listed
  Lake ice, as part of the Essential Climate Variable (ECV) lakes, is an important indicator to monitor climate change and global warming.
• Convolutional LSTMs for Cloud-Robust Segmentation of Remote Sensing Imagery
  28 Oct 2018 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  Clouds frequently cover the Earth's surface and pose an omnipresent challenge to optical Earth observation methods.
• LAKE ICE MONITORING WITH WEBCAMS
  28 May 2018 1 repository listed
  Continuous monitoring of climate indicators is important for understanding the dynamics and trends of the climate system.
• EarthMapper: A Tool Box for the Semantic Segmentation of Remote Sensing Imagery
  1 Apr 2018 1 repository listed
  Deep learning continues to push state-of-the-art performance for the semantic segmentation of color (i.
• Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery
  26 Mar 2018 1 repository listed
  These low-shot learning frameworks will reduce the manual image annotation burden and improve semantic segmentation performance for remote sensing imagery.

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.