Allgemeine Informationen

Veranstaltungsname	Studienprojekt: Study Project: Computer Vision based Asparagus Classification (Part II)
Untertitel
Veranstaltungsnummer	8.3410
Semester	WiSe 2019/20
Aktuelle Anzahl der Teilnehmenden	4
Heimat-Einrichtung	LE Cognitive Science
Veranstaltungstyp	Studienprojekt in der Kategorie Offizielle Lehrveranstaltungen
Erster Termin	Freitag, 01.11.2019 08:00 - 10:00, Ort: 50/E07
Art/Form
Teilnehmende	Master Students
SWS	6
Sprache	Englisch
ECTS-Punkte	12

Lehrende

Räume und Zeiten

50/E07: Freitag: 08:00 - 10:00, wöchentlich (14x)

Studienbereiche

Veranstaltungen > Cognitive Science > Master-Programm

Kommentar/Beschreibung

THIS IS PART II OF THE STUDY PROJECT - ONLY SUITABLE FOR PEOPLE WHO ALREADY DID PART I

An essential step in commercial asparagus cultivation is the sorting of the harvested stalks into different commercial classes. Depending on size, shape and colour, the individual spears are assigned to a quality class which determines the price of the spears. Nowadays, this task is usally done automatically, with modern asparagus sorting machines achieving a throughput of up to eight spears per second. However, the accuracy of such machines is often unreliable, making manual resorting is necessary, causing non-negligible costs.

The study project will investigate how techniques from computer vision, both classical and deep learning based, can be applied to this task to improve classification results. The project will be supported by a local asparagus farm, providing training data and allowing to evaluate the proposed solutions in a real environment.

Basic knowledge of neural networks and some experience with a deep learning framework (e.g. TensorFlow) are requisites for this course. Having attended the class „Implementing ANN with TensorFlow“ is a good basis for joining the study project.

Studienprojekt: Study Project: Computer Vision based Asparagus Classification (Part II) - Details