2 papers
cs.CV2019
Data-Efficient Classification of Birdcall Through Convolutional Neural Networks Transfer Learning
Dina B. Efremova, Mangalam Sankupellay, Dmitry A. Konovalov
Deep learning Convolutional Neural Network (CNN) models are powerful classification models but require a large amount of training data. In niche domains such as bird acoustics, it…
cs.CV2019
Underwater Fish Detection with Weak Multi-Domain Supervision
Dmitry A. Konovalov, Alzayat Saleh, Michael Bradley +3
Given a sufficiently large training dataset, it is relatively easy to train a modern convolution neural network (CNN) as a required image classifier. However, for the task of fish…