Mobile Application for the Identification of Street Dogs Using Image Recognition Based on Machine Learning
Fuente:
Redalyc
Enregistré dans:
| Auteur principal: | |
|---|---|
| Format: | Artículo científico |
| Langue: | en |
| Publié: |
Universidad del Norte
2021
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
| _version_ | 1876488500961869824 |
|---|---|
| author | Michelle Stephanie Rojas Miñan |
| author_facet | Michelle Stephanie Rojas Miñan |
| contents | Mobile Application for the Identification of Street Dogs Using Image Recognition Based on Machine Learning Michelle Stephanie Rojas Miñan Juan Jhair Rodríguez Dávila Lenis Rossi Wong Portillo Ingeniería lost dogs street dogs AutoML Vision machine learning image recognition The population of stray dogs increases every year, which is why technologies, protocols, and legislative projects have been implemented in different countries to stop it. The objective of this research is to make use of image recognition (machine learning) to optimize the identification of stray dogs that are in a state of loss. The implemented methodology consists of 4 phases: approach to the research questions, generation of the model via machine learning, development of the mobile application where the generated model was integrated, and validation of the proposal with 2 case studies. From the results of the validation, it was found that our proposal managed to optimize the time and precision in the identification of lost dogs by 45%, compared to other web platforms. 2021 artículo científico 0122-3461 https://www.redalyc.org/articulo.oa?id=85269429006 https://www.redalyc.org/journal/852/85269429006/ https://www.redalyc.org/journal/852/85269429006/html/ https://www.redalyc.org/journal/852/85269429006/85269429006.epub https://www.redalyc.org/journal/852/85269429006/movil 10.14482/inde.39.1.006.31 en http://www.redalyc.org/revista.oa?id=852 Ingeniería y Desarrollo application/pdf Universidad del Norte Ingeniería y Desarrollo (Colombia) Num.1 Vol.39 |
| format | Artículo científico |
| id | redalyc_85269429006 |
| institution | Redalyc |
| language | en |
| publishDate | 2021 |
| publisher | Universidad del Norte |
| spellingShingle | Mobile Application for the Identification of Street Dogs Using Image Recognition Based on Machine Learning Michelle Stephanie Rojas Miñan Ingeniería lost dogs street dogs AutoML Vision machine learning image recognition Mobile Application for the Identification of Street Dogs Using Image Recognition Based on Machine Learning Michelle Stephanie Rojas Miñan Juan Jhair Rodríguez Dávila Lenis Rossi Wong Portillo Ingeniería lost dogs street dogs AutoML Vision machine learning image recognition The population of stray dogs increases every year, which is why technologies, protocols, and legislative projects have been implemented in different countries to stop it. The objective of this research is to make use of image recognition (machine learning) to optimize the identification of stray dogs that are in a state of loss. The implemented methodology consists of 4 phases: approach to the research questions, generation of the model via machine learning, development of the mobile application where the generated model was integrated, and validation of the proposal with 2 case studies. From the results of the validation, it was found that our proposal managed to optimize the time and precision in the identification of lost dogs by 45%, compared to other web platforms. 2021 artículo científico 0122-3461 https://www.redalyc.org/articulo.oa?id=85269429006 https://www.redalyc.org/journal/852/85269429006/ https://www.redalyc.org/journal/852/85269429006/html/ https://www.redalyc.org/journal/852/85269429006/85269429006.epub https://www.redalyc.org/journal/852/85269429006/movil 10.14482/inde.39.1.006.31 en http://www.redalyc.org/revista.oa?id=852 Ingeniería y Desarrollo application/pdf Universidad del Norte Ingeniería y Desarrollo (Colombia) Num.1 Vol.39 |
| title | Mobile Application for the Identification of Street Dogs Using Image Recognition Based on Machine Learning |
| topic | Ingeniería lost dogs street dogs AutoML Vision machine learning image recognition |
| url | https://www.redalyc.org/articulo.oa?id=85269429006 https://www.redalyc.org/journal/852/85269429006/ https://www.redalyc.org/journal/852/85269429006/html/ https://www.redalyc.org/journal/852/85269429006/85269429006.epub https://www.redalyc.org/journal/852/85269429006/movil |