MPG ETH CLS Student Projects

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Deep Learning-based Lake Ice Detection using ESA Sentinel-1 SAR Data

Continuous monitoring of climate indicators is important for understanding the dynamics and trends of the climate system. Lake ice has been included in the list of Essential Climate Variables (ECVs). This thesis will investigate the possibility to monitor lake ice using deep learning with SAR data.

Lake Ice Detection Convolutional Neural Networks Remote Sensing Computer Vision Texture Analysis Climate Change Satellite Image Processing Synthetic Aperture Radar

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AI-based Machine Vision for Self-Checkout System

In this project, the student will work on a machine vision system capable of identifying and tracking products in real time, in a controlled environment.

AI computer vision machine learning image analysis

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Learning to predict wind flows for fixed-wing UAVs

This project will aim towards development of fast, accurate simulation approaches for predicting spatially-varying wind fields on-board a UAV.

machine learning fluid dynamics physics simulation unmanned aerial vehicles deep learning

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Learning for LiDAR based Smoke/Fog/Rain Detection

This project will explore deep learning techniques for detecting nuisances in LiDAR sensors.

deep learning mapping 3D point clouds

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