Individual Tree Prediction from Above - Where are we? Where are we going?

Описание: 🌳🌍📊 Join Dr. Ben Weinstein in his captivating talk on "Individual Tree Prediction from Above" as he explores the incredible possibilities of airborne data collection for forest monitoring! 🚁🌲

Using machine learning techniques and harnessing high-resolution sensor data, Dr. Weinstein's research group has accomplished something truly remarkable. They have successfully created comprehensive individual tree maps spanning vast geographic areas within the National Ecological Observatory Network (NEON) in the United States. 🌎🌳

Dr. Weinstein shares insights into the fusion of optical, hyperspectral, and LiDAR data. Through deep learning models that utilize weak supervision, domain transfer, and multi-temporal ensembling, they have achieved accurate individual tree detection and species classification. 🌲🔬💡

Don't miss out on this groundbreaking research! Access the presentation here:
pdf version: https://drive.google.com/file/d/1khgN...
original: https://docs.google.com/presentation/... 🎥🔗

To delve deeper into Dr. Weinstein's work, check out the Deep Forest Github page, where you'll find the latest updates and resources: https://github.com/weecology/DeepForest 🌲🐙

For comprehensive documentation on the Deep Forest package, visit: https://deepforest.readthedocs.io/en/... 📚🔬

Join the conversation, gain new insights, and be part of the revolution in Machine Learning! 🌳💻🌱

#TreePrediction #AirborneDataCollection #MachineLearning #DeepForest #ForestMonitoring #RemoteSensing #SERVIR #DeepLearning #TheGeoICT