Litcius/Paper detail

“How many images do I need?” Understanding how sample size per class affects deep learning model performance metrics for balanced designs in autonomous wildlife monitoring

Saleh Shahinfar, Paul D. Meek, Greg Falzon

2020Ecological Informatics220 citationsDOI

Topics & Concepts

Computer scienceArtificial intelligenceMachine learningA priori and a posterioriContext (archaeology)Deep learningSample (material)Sample size determinationClass (philosophy)Set (abstract data type)StatisticsMathematicsGeographyChromatographyChemistryArchaeologyProgramming languageEpistemologyPhilosophySpecies Distribution and Climate ChangeWildlife Ecology and ConservationEnvironmental DNA in Biodiversity Studies
“How many images do I need?” Understanding how sample size per class affects deep learning model performance metrics for balanced designs in autonomous wildlife monitoring | Litcius