dc.contributor | Martínez Fernández, Silverio Juan |
dc.contributor | Franch Gutiérrez, Javier |
dc.contributor.author | Rey Juárez, Santiago del |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Enginyeria de Serveis i Sistemes d'Informació |
dc.date.accessioned | 2023-03-15T11:57:37Z |
dc.date.issued | 2023-01-26 |
dc.identifier.uri | http://hdl.handle.net/2117/385000 |
dc.description.abstract | The main goal of this study is to analyze the impact of the
model architecture and training strategy when building green computer vision systems. We divide this goal into two research questions. In the first
one, we analyze the impact of the model architecture on achieving greener
models while keeping accuracy at optimal levels. In the second one, we study
the influence of training strategy on producing greener systems. |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial |
dc.subject.lcsh | Computer vision |
dc.subject.other | intel·ligència artificial |
dc.subject.other | aprenentatge profund |
dc.subject.other | xarxes neuronals |
dc.subject.other | ia verda |
dc.subject.other | eficiència energètica |
dc.subject.other | visió per computador |
dc.subject.other | artificial intelligence |
dc.subject.other | deep learning |
dc.subject.other | neural networks |
dc.subject.other | green ai |
dc.subject.other | energy efficiency |
dc.subject.other | computer vision |
dc.title | An analysis of modeling and training decisions for greener computer vision systems |
dc.title.alternative | An analysis of modeling and deployment decisions for greener computer vision systems for chess broadcasting |
dc.type | Master thesis |
dc.subject.lemac | Visió per ordinador |
dc.identifier.slug | 173116 |
dc.rights.access | Restricted access - confidentiality agreement |
dc.date.lift | 10000-01-01 |
dc.date.updated | 2023-02-03T05:00:52Z |
dc.audience.educationlevel | Màster |
dc.audience.mediator | Facultat d'Informàtica de Barcelona |
dc.audience.degree | MÀSTER UNIVERSITARI EN INTEL·LIGÈNCIA ARTIFICIAL (Pla 2017) |