Segmentation Of Remote Sensing Imagery

12 papers with code • 0 benchmarks • 3 datasets

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Most implemented papers

Lake Ice Monitoring with Webcams and Crowd-Sourced Images

czarmanu/deeplab-lakeice-webcams 18 Feb 2020

On average, it achieves intersection-over-union (IoU) values of ~71% across different cameras and ~69% across different winters, greatly outperforming prior work.

Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery

links-ads/igarss-spada 28 Jun 2023

Land cover (LC) segmentation plays a critical role in various applications, including environmental analysis and natural disaster management.

Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery

rmkemker/EarthMapper 26 Mar 2018

These low-shot learning frameworks will reduce the manual image annotation burden and improve semantic segmentation performance for remote sensing imagery.

EarthMapper: A Tool Box for the Semantic Segmentation of Remote Sensing Imagery

rmkemker/EarthMapper 1 Apr 2018

Deep learning continues to push state-of-the-art performance for the semantic segmentation of color (i. e., RGB) imagery; however, the lack of annotated data for many remote sensing sensors (i. e. hyperspectral imagery (HSI)) prevents researchers from taking advantage of this recent success.

LAKE ICE MONITORING WITH WEBCAMS

czarmanu/tiramisu_keras ISPRS annals of the photogrammetry, remote sensing and spatial information sciences 2018

Continuous monitoring of climate indicators is important for understanding the dynamics and trends of the climate system.

Convolutional LSTMs for Cloud-Robust Segmentation of Remote Sensing Imagery

TUM-LMF/MTLCC 28 Oct 2018

Clouds frequently cover the Earth's surface and pose an omnipresent challenge to optical Earth observation methods.

Lake Ice Detection from Sentinel-1 SAR with Deep Learning

czarmanu/sentinel_lakeice 17 Feb 2020

Lake ice, as part of the Essential Climate Variable (ECV) lakes, is an important indicator to monitor climate change and global warming.

Photi-LakeIce Dataset

czarmanu/photi-lakeice-dataset ISPRS Congress 2020

On average, it achieves intersection-over-union (IoU) values of ~71% across different cameras and ~69% across different winters, greatly outperforming prior work.

A Method for Detection of Small Moving Objects in UAV Videos

vladan-stojnic/Detection-of-Small-Flying-Objects-in-UAV-Videos 11 Feb 2021

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.

Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery

x-ytong/DPA 1 Sep 2022

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 five Asian countries severally using: PlanetScope (3 m), Gaofen-1 (8 m), and Sentinel-2 (10 m) satellite images.