Investigating the key principles in two-step heterogeneous transfer learning for early laryngeal cancer identification
Sign Up to like & getrecommendations! Published in 2024 at "Scientific Reports"
DOI: 10.1038/s41598-024-84836-9
Abstract: Data scarcity in medical images makes transfer learning a common approach in computer-aided diagnosis. Some disease classification tasks can rely on large homogeneous public datasets to train the transferred model, while others cannot, i.e., endoscopic… read more here.
Keywords: intermediate domain; laryngeal cancer; transfer learning; transfer ... See more keywords
A Biclassifier Network With Intermediate Domain for Unsupervised Domain Adaptation PolSAR Image Classification
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2025.3542543
Abstract: Due to significant data distribution differences among polarimetric synthetic aperture radar (PolSAR) images and the expensive and time-consuming nature of data labeling, existing methods are challenged to classify newly acquired unlabeled data. To address these… read more here.
Keywords: unsupervised domain; polsar; intermediate domain; domain adaptation ... See more keywords
Discriminability-Aware Intermediate Domains for Mismatched Steganalysis
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2024.3482184
Abstract: This letter proposes GDNet equipped with the generation of discriminative mixing regions (GDMR) and discriminability-aware local image mixing (DLIM), a steganalysis network aiming at alleviating significant accuracy degradation caused by cover-source mismatch (CSM), which pertains… read more here.
Keywords: steganalysis; level; discriminability; intermediate domain ... See more keywords