Chained deep learning using generalized cross-entropy for multiple annotators classification
JC Triana-Martinez, J Gil-González… - Sensors, 2023 - mdpi.com
Supervised learning requires the accurate labeling of instances, usually provided by an
expert. Crowdsourcing platforms offer a practical and cost-effective alternative for large …
expert. Crowdsourcing platforms offer a practical and cost-effective alternative for large …
[HTML][HTML] Generalized Cross-Entropy for Learning from Crowds based on Correlated Chained Gaussian Processes
J Gil-González, G Daza-Santacoloma… - Results in …, 2025 - Elsevier
Abstract Machine learning applications heavily depend on labeled data provided by domain
experts to train accurate models. However, the cost and time constraints associated with …
experts to train accurate models. However, the cost and time constraints associated with …
Sample Selection Based on Uncertainty for Combating Label Noise
Automatic segmentation of medical images plays a crucial role in scientific research and
healthcare. Obtaining large-scale training datasets with high-quality manual annotations …
healthcare. Obtaining large-scale training datasets with high-quality manual annotations …