Crop Yield Prediction Using Multitemporal UAV Data and Spatio-Temporal Deep Learning Models

Modeling yield response to crop management using convolutional neural networks

(2020) Alexandre Barbosa et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Wheat Growth Monitoring and Yield Estimation based on Multi-Rotor Unmanned Aerial Vehicle

(2020) Zhaopeng Fu et al.   Remote Sensing

Prediction of maize growth stages based on deep learning

(2020) Yang Yue et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Applications of UAV Thermal Imagery in Precision Agriculture: State of the Art and Future Research Outlook

(2020) Gaetano Messina et al.   Remote Sensing

Closing the Phenotyping Gap: High Resolution UAV Time Series for Soybean Growth Analysis Provides Objective Data from Field Trials

(2020) Irene Borra-Serrano et al.   Remote Sensing

Intra-Field Canopy Nitrogen Retrieval from Unmanned Aerial Vehicle Imagery for Wheat and Corn Fields

(2020) Hwang Lee et al.   CANADIAN JOURNAL OF REMOTE SENSING

Pre-season crop type mapping using deep neural networks

(2020) Raghu Yaramasu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Prediction of End-Of-Season Tuber Yield and Tuber Set in Potatoes Using In-Season UAV-Based Hyperspectral Imagery and Machine Learning

(2020) Chen Sun et al.   SENSORS

Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art

(2019) Pedram Ghamisi et al.   IEEE Geoscience and Remote Sensing Magazine

A Review of Change Detection in Multitemporal Hyperspectral Images: Current Techniques, Applications, and Challenges

(2019) Sicong Liu et al.   IEEE Geoscience and Remote Sensing Magazine

Crop yield prediction with deep convolutional neural networks

(2019) Petteri Nevavuori et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

County-Level Soybean Yield Prediction Using Deep CNN-LSTM Model

(2019) Jie Sun et al.   SENSORS

Combining Sentinel-1 and Sentinel-2 Satellite Image Time Series for land cover mapping via a multi-source deep learning architecture

(2019) Dino Ienco et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

3D Convolutional Neural Networks for Crop Classification with Multi-Temporal Remote Sensing Images

(2018) Shunping Ji et al.   Remote Sensing

Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification

(2017) et al.   Remote Sensing

Spectral–Spatial Classification of Hyperspectral Imagery with 3D Convolutional Neural Network

(2017) Ying Li et al.   Remote Sensing

Discriminating between Native Norway Spruce and Invasive Sitka Spruce—A Comparison of Multitemporal Landsat 8 Imagery, Aerial Images and Airborne Laser Scanner Data

(2016) Marius Hauglin et al.   Remote Sensing

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions

(2012) Alekh Agarwal et al.   ANNALS OF STATISTICS