Move-to-Data: A new Continual Learning approach with Deep CNNs, Application for image-class recognition
Miltiadis Poursanidis,
Jenny Benois-Pineau,
Akka Zemmari
et al.
Abstract:In many real-life tasks of application of supervised learning approaches, all the training data are not available at the same time. The examples are life-long image classification or recognition of environmental objects during interaction of instrumented persons with their environment, enrichment of an online-database with more images. It is necessary to pre-train the model at a "training recording phase" and then adjust it to the new coming data. This is the task of incremental/continual learning approaches. … Show more
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