Drone Image Segmentation Using Machine and Deep Learning for Mapping Raised Bog Vegetation Communities

Computer Vision and Deep Learning Techniques for the Analysis of Drone-Acquired Forest Images, a Transfer Learning Study

(2020) Sarah Kentsch et al.   Remote Sensing

Object Detection and Image Segmentation with Deep Learning on Earth Observation Data: A Review-Part I: Evolution and Recent Trends

(2020) Thorsten Hoeser et al.   Remote Sensing

MAPPING VEGETATION COMMUNITIES INSIDE WETLANDS USING SENTINEL-2 IMAGERY IN IRELAND

(2020) Saheba Bhatnagar et al.   International Journal of Applied Earth Observation and Geoinformation

Enhanced convolutional neural network for plankton identification and enumeration

(2019) Kaichang Cheng et al.   PLoS One

Understanding Deep Learning Techniques for Image Segmentation

(2019) Swarnendu Ghosh et al.   ACM COMPUTING SURVEYS

A novel approach for vegetation classification using UAV-based hyperspectral imaging

(2018) Tetsuro Ishida et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

The advantages of using drones over space-borne imagery in the mapping of mangrove forests

(2018) Monika Ruwaimana et al.   PLoS One

UAVs, Hyperspectral Remote Sensing, and Machine Learning Revolutionizing Reef Monitoring

(2018) Mark Parsons et al.   SENSORS

Evaluation of RGB, Color-Infrared and Multispectral Images Acquired from Unmanned Aerial Systems for the Estimation of Nitrogen Accumulation in Rice

(2018) Hengbiao Zheng et al.   Remote Sensing

Strengths and weaknesses of deep learning models for face recognition against image degradations

(2018) Klemen Grm et al.   IET Biometrics

Segmenting Mangrove Ecosystems Drone Images Using SLIC Superpixels

(2018) Edward Zimudzi et al.   Geocarto International

An Object-Based Image Analysis Workflow for Monitoring Shallow-Water Aquatic Vegetation in Multispectral Drone Imagery

(2018) Dominique Chabot et al.   ISPRS International Journal of Geo-Information

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Semantic segmentation of forest stands of pure species combining airborne lidar data and very high resolution multispectral imagery

(2017) Clément Dechesne et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Mapping land use with using Rotation Forest algorithm from UAV images

(2017) Özlem Akar   European Journal of Remote Sensing

Mapping of the Invasive Species Hakea sericea Using Unmanned Aerial Vehicle (UAV) and WorldView-2 Imagery and an Object-Oriented Approach

(2017) Flor Alvarez-Taboada et al.   Remote Sensing

Photogrammetric UAV Mapping of Terrain under Dense Coastal Vegetation: An Object-Oriented Classification Ensemble Algorithm for Classification and Terrain Correction

(2017) Xuelian Meng et al.   Remote Sensing

Identifying species from the air: UAVs and the very high resolution challenge for plant conservation

(2017) Susana Baena et al.   PLoS One

Utility of unmanned aerial vehicles for mapping invasive plant species: a case study on yellow flag iris (Iris pseudacorus L.)

(2016) David J. Hill et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis

(2015) Quanlong Feng et al.   Remote Sensing

Local Shannon entropy measure with statistical tests for image randomness

(2012) Yue Wu et al.   INFORMATION SCIENCES

A review of hyperspectral remote sensing and its application in vegetation and water resource studies

(2011) M Govender et al.   WATER SA

Support Vector Machines for Vegetation Classification – A Revision

(2010) Andreas Christian Braun et al.   Photogrammetrie Fernerkundung Geoinformation

Texture and Scale in Object-Based Analysis of Subdecimeter Resolution Unmanned Aerial Vehicle (UAV) Imagery

(2009) A.S. Laliberte et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Optimized Approximation Algorithm in Neural Networks Without Overfitting

(2008) Yinyin Liu et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS