Welcome to the upgraded MacSphere! We're putting the finishing touches on it; if you notice anything amiss, email macsphere@mcmaster.ca

A Neural Network Based System to Recognize, Detect and Locate Sealworm Parasitic Infestations on Cod Fish Fillet Images

dc.contributor.advisorPoehlman, S.
dc.contributor.authorAryee, Emmanuel
dc.contributor.departmentComputationen_US
dc.date.accessioned2019-06-11T16:14:55Z
dc.date.available2019-06-11T16:14:55Z
dc.date.issued1991-04
dc.description.abstractIn this project, an investigation of a neural network based system is used to examine the following: a) the possibility and practicability of analysing and recognising parasites/sealworms on a parasite/sealworm infested cod fish images, b) the most efficient but robust way of presenting data to the neural network for efficient training and generalisation. The basic problem is to automate the sorting of sealworm infested cod fish from good normal cod fish using a neural network based system. The generalised back propagation supervised learning algorithm is used and both steepest descent and conjugate gradient methods are investigated. Various data representation schemes in unprocessed and processed formats before presentation for training of the neural network, are also examined. Finally the level of recognition achieved by the neural network when presented with the cod fish images is computed. Thus in this project an attempt is made to analyse and find the best components for solving the basic problem and then use this information to develop a neural network based system to recognise, detect and locate parasite/sealworms on cod fish images.en_US
dc.description.degreeMaster of Science (MSc)en_US
dc.description.degreetypeThesisen_US
dc.identifier.urihttp://hdl.handle.net/11375/24508
dc.language.isoenen_US
dc.subjectneural network based systemen_US
dc.subjectneural networken_US
dc.subjectsealworm parasitic infestationsen_US
dc.subjectsealwormen_US
dc.subjectparasitic infestationen_US
dc.subjectparasitic infestationsen_US
dc.subjectfish imagesen_US
dc.subjectcod fish fillet imagesen_US
dc.subjectcoden_US
dc.subjectcod fishen_US
dc.subjectcod fish imagesen_US
dc.subjectsealworm parasitic infestations on cod fish fillet imagesen_US
dc.subjectsealworm parasitic infestations on cod fishen_US
dc.subjectcomputationen_US
dc.subjectparasitesen_US
dc.subjectsealworm parasiteen_US
dc.titleA Neural Network Based System to Recognize, Detect and Locate Sealworm Parasitic Infestations on Cod Fish Fillet Imagesen_US
dc.title.alternativeNeural Network System to Recognize Parasites on Fish Imagesen_US
dc.typeThesisen_US

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Aryee_Emmanuel_B_1991Apr_masters.pdf
Size:
6.43 MB
Format:
Adobe Portable Document Format

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.68 KB
Format:
Item-specific license agreed upon to submission
Description: