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Computer vision

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We are a team passionate about technology and Computer Vision methods.

The Lab's missions

To develop solutions at the cutting edge of innovation, we work on a technology watch, the implementation of new algorithms via concrete use cases and the evaluation of their results.

From the processing of images (especially satellite images) and pre-processed videos, our Computer Vision laboratory has been able to provide innovative answers to several problems such as classification, detection, ensembling, and visualization.

Our research topics

Classification

Scan an area and estimate the photovoltaic potential of the buildings in it. This is done by associating the results of a detection with the solar radiation data available on the Indrabot.

Detection

A pipeline for detecting car breakdowns. By combining advanced detection algorithms based on deep learning (YOLOv5, EfficientDet...) and more classical approaches (morphological transforms, Hough transform...)

Ensembling

Improve our performance on wild deposit detection by developing ensembling methods (AND, OR, WBF, etc.)

Visualisation

Challenge Everest, which objective was to detect dangerous positions on the ski lifts of a ski resort from video files.

NOS SOLUTIONS D'IA AU SERVICE DE LA Computer vision

Our publications

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Synthetic data or how to share sensitive data…

For a period of six months, 5 students from Centrale Supélec and ESSEC worked collaboratively with Sia Partners on building a Python library to create fake - which we'll call synthetic - data.
But what's the point of creating fake data? How could it help organizations?

2023

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Introduction to OpenStreetMap: How to leverage…

In this article, we explore the use of OpenStreetMap for extracting geospatial data and implementing an approach to enhance the overall data quality. We delve into the key steps of data extraction including selecting the area of interest, data collection, cleaning, and preparing data for future use.

2023

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intro

Customer churn prediction with Data Science

Thanks to Machine Learning, companies can significantly improve their activities by leveraging their data. Machine Learning is a field of study of artificial intelligence that gives an AI the ability to "learn" from data.

2023

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See our publications

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