Deep co-training for semi-supervised image segmentation

• Published in: Pattern recognition Vol. 107; p. 107269
• Main Authors: Peng, Jizong, Estrada, Guillermo, Pedersoli, Marco, Desrosiers, Christian
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.11.2020
• Subjects: Co-training; Deep learning; Ensemble learning; Image segmentation; Semi-supervised learning; Deep learning; Co-training; Image segmentation; Ensemble learning; Semi-supervised learning

•Semi-supervised semantic segmentation based on an ensemble of deep learning models.•All models are trained jointly in a co-training setting.•Coherence among models is enforced by minimizing the Jensen-Shannon divergence of the probabilities distributions on the unlabeled samples.•Diversity among mo...