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Mining

Mining

Analyse exploration data systematically and monitor mining operations continuously

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With Machine Learning, mining enterprises can be supported by:

consolidating and analyzing exploration data like geological maps, reports and Remote Sensing data
monitoring mining site operations continuously based on satellite or drone imagery
supporting the sustainability and security divisions in monitoring and reporting risks

Projects in Mining

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Artisanal and Small Mine Detection

Machine learning and environmental protection: Development of software for automated detection of illegal small-scale mining using satellite data.

Blog Posts in Mining

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Computer Vision

The best (Python) tools for remote sensing

By Emilius Richter • August 2nd, 2022

Python tools for remote sensing using machine learning: Comparison of Python software for data retrieval and processing of satellite data read here.
Introductions

Project proposals - the first step to a successful ML project

By Emilius Richter • July 18th, 2022

For a software provider, the project proposal is the first step toward meeting the needs of the customer. In this article, I will describe the most important modules in machine learning project proposals.
Computer Vision

Classification of Crop Fields through Satellite Image Time Series

By Tiago Sanona • August 19th, 2021

Read here how machine learning is applied in remote sensing & how grain fields are classified from time series of satellite images.
Computer Vision

CLIP: Mining the treasure trove of unlabeled image data

By Fabian Gringel • June 21st, 2021

Contrastive language image pretraining (CLIP): Read about the functionality as well as applications of the CLIP model, a zero-shot image classifier.
Computer Vision

Migrating labels from Planet Scope to Sentinel-2

By • June 4th, 2021

In this blog article, I want to briefly describe the process of migrating labels from Planet Scope to Sentinel-2 images.
Projects

21 questions we ask our clients: Starting a successful ML project

By Emilius Richter • May 21st, 2021

Read about the 21 relevant questions that should be considered & answered upfront to start a successful machine learning software project.
Tools

The best image labeling tools for Computer Vision

By Dmitrii Iakushechkin • April 8th, 2021

Read here about the best image annotation tools for computer vision tasks. Everything from the installation to illustration with an example.
Computer Vision

Using satellite imagery for greenfield exploration

By Fabian Dechent • March 19th, 2021

Learn more about opportunities offered by remote sensing using satellite-based imaging & machine learning for greenfield exploration.

Use Cases in Mining

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Automatic analysis of geological maps and reports

Mine detection and classification

Monitoring of haul roads

Quantification of production volume by volumetric analysis of stock piles

Tailings dam stability monitoring