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Distribution-Based Categorization of Classifier Transfer Learning
Sousa, Ricardo Gamelas; Alexandre, Luís; Santos, Jorge M.; Silva, Luís M.; Sá, Joaquim Marques deTransfer Learning (TL) aims to transfer knowledge acquired in one problem, the source problem, onto another problem, the target problem, dispensing with the bottom-up construction of the target model. Due to its relevance, TL has gained significant interest in the Machine Learning community since it paves the way to devise intelligent learning models that can easily be tailored to many different applications. A...
Stacked Denoising Autoencoders and Transfer Learning for Immunogold Particles D...
Sousa, Ricardo; Santos, Jorge M.; Silva, Luís M.; Alexandre, Luís; Esteves, Tiago; Rocha, Sara; Monjardino, Paulo; Sá, Joaquim Marques deIn this paper we present a system for the detection of immunogold particles and a Transfer Learning (TL) framework for the recognition of these immunogold particles. Immunogold particles are part of a high-magnification method for the selective localization of biological molecules at the subcellular level only visible through Electron Microscopy. The number of immunogold particles in the cell walls allows the a...