Pattern recognition with convolutional neural networks: humpback whale tails

Mingo Lopez, Fernando De and Morales Lucas, Clemencio and Gomez Blas, Nuria and Ivanova, Krassimira (2019). Pattern recognition with convolutional neural networks: humpback whale tails. "Preprints" ; ISSN 2095-8099. https://doi.org/10.20944/preprints201902.0257.v1.

Description

Title: Pattern recognition with convolutional neural networks: humpback whale tails
Author/s:
  • Mingo Lopez, Fernando De
  • Morales Lucas, Clemencio
  • Gomez Blas, Nuria
  • Ivanova, Krassimira
Item Type: Article
Título de Revista/Publicación: Preprints
Date: February 2019
ISSN: 2095-8099
Subjects:
Freetext Keywords: Convolutional neural networks; Pattern recognition; Machine learning
Faculty: E.T.S.I. de Sistemas Informáticos (UPM)
Department: Sistemas Informáticos
Creative Commons Licenses: Recognition - No derivative works - Non commercial

Full text

[img]
Preview
PDF - Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (2MB) | Preview

Abstract

This paper presents a study and implementation of a convolutional neural network to identify and recognize humpback whale specimens from the unique patterns of their tails. Starting from a dataset composed of images of whale tails, all the phases of the process of creation and training of a neural network are detailed ? from the analysis and pre-processing of images to the elaboration of predictions, using TensorFlow and Keras frameworks. Other possible alternatives are also explained when it comes to tackling this problem and the complications that have arisen during the process of developing this paper.

More information

Item ID: 68093
DC Identifier: https://oa.upm.es/68093/
OAI Identifier: oai:oa.upm.es:68093
DOI: 10.20944/preprints201902.0257.v1
Official URL: https://www.preprints.org/
Deposited by: Memoria Investigacion
Deposited on: 31 Jan 2022 17:33
Last Modified: 31 Jan 2022 17:33
  • Logo InvestigaM (UPM)
  • Logo GEOUP4
  • Logo Open Access
  • Open Access
  • Logo Sherpa/Romeo
    Check whether the anglo-saxon journal in which you have published an article allows you to also publish it under open access.
  • Logo Dulcinea
    Check whether the spanish journal in which you have published an article allows you to also publish it under open access.
  • Logo de Recolecta
  • Logo del Observatorio I+D+i UPM
  • Logo de OpenCourseWare UPM