A State-of-the-Art Survey on Deep Learning Theory and Architectures

Md Zahangir Alom, Tarek M. Taha, Chris Yakopcic, +7

Electronics

Convolutional Neural NetworkDeep Neural NetworksEngineeringMachine LearningDeep Learning +13

Soybean yield prediction from UAV using multimodal data fusion and deep learning

Maitiniyazi Maimaitijiang, Vasit Sagan, Paheding Sidike, +3

Remote Sensing of Environment

Precision AgricultureEngineeringMachine LearningData ScienceFeature Fusion +8

Monitoring inland water quality using remote sensing: potential and limitations of spectral indices, bio-optical simulations, machine learning, and cloud computing

Vasit Sagan, Kyle T. Peterson, Maitiniyazi Maimaitijiang, +5

Earth-Science Reviews

Inland Water QualityEnvironmental MonitoringEngineeringWater ResourcesWater Monitoring +7

The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches

Md Zahangir Alom, Tarek M. Taha, Christopher Yakopcic, +6

arXiv (Cornell University)

Artificial IntelligenceConvolutional Neural NetworkEngineeringMachine LearningAutoencoders +15

Unmanned Aerial System (UAS)-based phenotyping of soybean using multi-sensor data fusion and extreme learning machine

Maitiniyazi Maimaitijiang, Abduwasit Ghulam, Paheding Sidike, +9

ISPRS Journal of Photogrammetry and Remote Sensing

Precision AgricultureEngineeringAerospace EngineeringAerial SystemExtreme Learning Machine +7

Crop Monitoring Using Satellite/UAV Data Fusion and Machine Learning

Maitiniyazi Maimaitijiang, Vasit Sagan, Paheding Sidike, +3

Remote Sensing

Precision AgricultureEnvironmental MonitoringMachine LearningEngineeringLand Use +19

Vegetation Index Weighted Canopy Volume Model (CVMVI) for soybean biomass estimation from Unmanned Aerial System-based RGB imagery

Maitiniyazi Maimaitijiang, Vasit Sagan, Paheding Sidike, +7

ISPRS Journal of Photogrammetry and Remote Sensing

Canopy Volume ModelPrecision AgricultureEngineeringLand UseForestry +10

UAV-Based High Resolution Thermal Imaging for Vegetation Monitoring, and Plant Phenotyping Using ICI 8640 P, FLIR Vue Pro R 640, and thermoMap Cameras

Vasit Sagan, Maitiniyazi Maimaitijiang, Paheding Sidike, +10

Remote Sensing

Precision AgricultureEnvironmental MonitoringEngineeringMultispectral ImagingTerrestrial Sensing +18

Urban Tree Species Classification Using a WorldView-2/3 and LiDAR Data Fusion Approach and Deep Learning

Sean Hartling, Vasit Sagan, Paheding Sidike, +2

Sensors

Convolutional Neural NetworkEngineeringMachine LearningForest BiometricsForestry +18

Field-scale crop yield prediction using multi-temporal WorldView-3 and PlanetScope satellite data and deep learning

Vasit Sagan, Maitiniyazi Maimaitijiang, Sourav Bhadra, +4

ISPRS Journal of Photogrammetry and Remote Sensing

Planetscope Satellite DataPrecision AgricultureEngineeringMachine LearningGeography +8