DEEP LEARNING APPLIED TO WATER SEGMENTATION

DEEP LEARNING APPLIED TO WATER SEGMENTATION

The use of deep learning (DL) with convolutional neural networks (CNN) to monitor surface water can be a valuable supplement to costly and labour-intense standard gauging stations. This paper presents the application of a recent CNN semantic segmentation method (SegNet) to automatically segment rive...

Full description

Bibliographic Details
Main Authors:	T. S. Akiyama, J. Marcato Junior, W. N. Gonçalves, P. O. Bressan, A. Eltner, F. Binder, T. Singer
Format:	Article
Language:	English
Published:	Copernicus Publications 2020-08-01
Series:	The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:	https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B2-2020/1189/2020/isprs-archives-XLIII-B2-2020-1189-2020.pdf

Similar Items

AERIAL IMAGE SEGMENTATION IN URBAN ENVIRONMENT FOR VEGETATION MONITORING
by: J. Martins, et al.
Published: (2020-11-01)

Ceramic Cracks Segmentation with Deep Learning
by: Gerivan Santos Junior, et al.
Published: (2021-06-01)

Multi-Organ Gland Segmentation Using Deep Learning
by: Thomas Binder, et al.
Published: (2019-08-01)

Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning
by: José Augusto Correa Martins, et al.
Published: (2021-08-01)

Deep Learning Applied to Vegetation Identification and Removal Using Multidimensional Aerial Data
by: Milena F. Pinto, et al.
Published: (2020-10-01)

Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB Imagery
by: Wellington Castro, et al.
Published: (2020-08-01)

Deep Learning Based Automatic Organ Segmentation Method and Integrated Solution Applied in Radiotherapy
by: HUANG, CHENG-HSIEN, et al.
Published: (2019)

Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical Imagery
by: Daliana Lobo Torres, et al.
Published: (2020-01-01)

Deep Image Segmentation for Breast Keypoint Detection
by: Tiago Gonçalves, et al.
Published: (2020-08-01)

Deep-Learning-Based Multispectral Satellite Image Segmentation for Water Body Detection
by: Kunhao Yuan, et al.
Published: (2021-01-01)

Daily Water Flow Forecasting via Coupling Between SMAP and Deep Learning
by: Guilherme M. Maciel, et al.
Published: (2020-01-01)

Deep Learning-Augmented Head and Neck Organs at Risk Segmentation From CT Volumes
by: Hou, D., et al.
Published: (2021)

Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models
by: Yong-Woon Kim, et al.
Published: (2021-02-01)

SEMANTIC SEGMENTATION OF ENDANGERED TREE SPECIES IN BRAZILIAN SAVANNA USING DEEPLABV3+ VARIANTS
by: D. L. Torres, et al.
Published: (2020-11-01)

Automatic Vertebrae Segmentation and Identification by Deep Learning
by: Chen, Yi-An, et al.
Published: (2019)

Deep Learning for Chromosome Segmentation with Uncertainty Estimation
by: Norström, Arvid
Published: (2021)

Deep learning approaches to biomedical image segmentation
by: Intisar Rizwan I Haque, et al.
Published: (2020-01-01)

Iris Segmentation Using Interactive Deep Learning
by: Mousumi Sardar, et al.
Published: (2020-01-01)

DEEP LEARNING METHODS FOR CROP AND WEED SEGMENTATION
by: ¿, Ananya
Published: (2018)

Orchard Mapping with Deep Learning Semantic Segmentation
by: Athanasios Anagnostis, et al.
Published: (2021-05-01)

Road Scene Segmentation Based on Deep Learning
by: Ke Zheng, et al.
Published: (2020-01-01)

Strategies to improve deep learning-based salivary gland segmentation
by: Ward van Rooij, et al.
Published: (2020-12-01)

Unraveling the deep learning gearbox in optical coherence tomography image segmentation towards explainable artificial intelligence
by: Peter M. Maloca, et al.
Published: (2021-02-01)

BOOSTING SEGMENTATION ACCURACY OF THE DEEP LEARNING MODELS BASED ON THE SYNTHETIC DATA GENERATION
by: V. V. Danilov, et al.
Published: (2021-04-01)

Deep Learning From Limited Training Data: Novel Segmentation and Ensemble Algorithms Applied to Automatic Melanoma Diagnosis
by: Benjamin Alexander Albert
Published: (2020-01-01)

Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method
by: Matheus Gomes, et al.
Published: (2020-10-01)

Deep learning for calcium segmentation in intravascular ultrasound images
by: Bargsten Lennart, et al.
Published: (2021-08-01)

Harnessing clinical annotations to improve deep learning performance in prostate segmentation.
by: Karthik V Sarma, et al.
Published: (2021-01-01)

DEEP LEARNING FOR SEMANTIC SEGMENTATION OF 3D POINT CLOUD
by: E. S. Malinverni, et al.
Published: (2019-08-01)

Deep learning for the fully automated segmentation of the inner ear on MRI
by: Akshayaa Vaidyanathan, et al.
Published: (2021-02-01)

Deep learning applied to glacier evolution modelling
by: J. Bolibar, et al.
Published: (2020-02-01)

Semantic Segmentation of Point Clouds Using Deep Learning
by: Tosteberg, Patrik
Published: (2017)

Deep Learning models for semantic segmentation of mammography screenings
by: Bou, Albert
Published: (2019)

Deep Learning Algorithm on the Segmentation and Recognition of Chinese Calligraphy
by: Wu, Yen-Te, et al.

Skin lesion segmentation and classification using deep learning

Semantic Segmentation Using Deep Learning Neural Architectures
by: Sarpangala, Kishan
Published: (2019)

A Semiautomated Deep Learning Approach for Pancreas Segmentation
by: Meixiang Huang, et al.
Published: (2021-01-01)

Deep Learning for Cardiac Image Segmentation: A Review
by: Chen Chen, et al.
Published: (2020-03-01)

Biomedical Image Segmentation and Classification UsingDeep Learning
by: Jonathan Ponce Gamero, et al.
Published: (2016)

Automatic Tongue Contour Segmentation using Deep Learning
by: Wen, Shuangyue
Published: (2018)

Cannot write session to /tmp/vufind_sessions/sess_p1rr4ri0jgf5ou3h3ph57r69pv