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University of Houston

Development of an Imaging Tool for Commercial Mushroom Yield and Quality Estimation

Abstract

dc:description.abstract

Cultivation and production of mushrooms has increased during the previous decade. The production increase is due to the development of farms combined with the rise in consumer’s general understanding of the medicinal and dietary benefits of mushrooms consumption. Improvements in mycology and agricultural technology have allowed farmers to increase their mushroom production. Farmers have been able to create microclimates with specific growing conditions that encourage mushroom growth for large-scale harvesting. Although technological advancements have increased production volume, taking measurements of the size and quality of mushrooms is an arduous process that requires a lot of labor hours to complete. Different methods have been used and proposed to assess the size and quality of mushrooms. Computer based image processing is a promising method to tackle this task by implementing image processing and analysis techniques. Computer aided analytical tool can assist farmers by counting, taking measurements, determining the growth rate of mushrooms and calculating the crop yield. Having this information would allow farmers to adjust microclimate conditions and coordinate harvesting schedules to pick mushrooms when quality is at their peak. This thesis takes a different approach to other projects by collecting image data from a large-scale commercial mushroom farm. The main goal of this paper is to develop a system that can support mushroom farmers decision to become more efficient and to evaluate the feasibility of implementing computer vison assistance in an actual mushroom farm.

Degree

thesis:*
Name thesis:degree_name
Master of Science
Level thesis:degree_level
Masters
Discipline thesis:degree_discipline
Engineering Technology
Grantor
University of Houston
Year dc:date.issued
2021

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • De La Garza, Alessandro
Advisor dc:contributor.advisor
  • Merchant, Fatima Aziz
Committee members dc:contributor.committeemember
  • Benhaddou, Driss
  • Balan, Venkatesh

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • The author of this work is the copyright owner. UH Libraries and the Texas Digital Library have their permission to store and provide access to this work. Further transmission, reproduction, or presentation of this work is prohibited except with permission of the author(s).
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/10657/8119
OAI identifier oai:identifier
oai:uh-ir.tdl.org:10657/8119

Chain of custody

source
Harvested from
University of Houston
Base URL
uh-ir.tdl.org/server/oai/request
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

De La Garza, Alessandro. Development of an Imaging Tool for Commercial Mushroom Yield and Quality Estimation. Masters thesis, University of Houston, 2021. https://hdl.handle.net/10657/8119