Vitenskapelig foredrag

Deep domain adaptation applied to automatic fish age prediction

Ordoñez, Alba; Harbitz, Alf; Elvarsson, Bjarki; Eikvil, Line; Salberg, Arnt-Børre

Publikasjonsdetaljer

Arrangement: Visual Intelligence workshop on learning from limited data (Teams seminar)

Dato: 12. februar 2021 –12. februar 2021

År: 2021

Arrangør: Visual Intelligence centre for research-based innovation

During the presentation, we investigated how a model trained for automatic fish age prediction on otolith images from one lab could generalize to novel images from another lab. We identified Unsupervised Domain Adaptation based on coGAN (Liu and Tuzel, 2016) and Generate to Adapt (Sankaranarayanan et al., 2018) frameworks as promising methods.