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cs.CV2026
A Novel Lightweight Multi-Scale Branching Encoder for Few-Shot Image Classification
Oriod Malo, Alexandre Xavier Falcão, Laurent Najman
Few-Shot Learning (FSL) addresses classification scenarios in which only a small number of labeled examples are available for each class. This paper presents the Sum12 Multi-Scale…
cs.CV2025
Co-Training with Active Contrastive Learning and Meta-Pseudo-Labeling on 2D Projections for Deep Semi-Supervised Learning
David Aparco-Cardenas, Jancarlo F. Gomes, Alexandre X. Falcão +1
A major challenge that prevents the training of DL models is the limited availability of accurately labeled data. This shortcoming is highlighted in areas where data annotation bec…