The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data

Keyphrases

• Convolutional Neural Network 100%
• Loss Function 100%
• Medical Imaging 100%
• Lung Nodule 100%
• Classification Performance 50%
• Synthetic Data 50%
• Deep Learning 50%
• Learning-based 50%
• Control Mode 50%
• Generalization Ability 50%
• Performance Metrics 50%
• Image Classification 50%
• Contrastive Learning 50%
• Cross-entropy 50%
• Imaging Task 50%
• Real-time Task 50%
• Modes of Variation 50%
• Learning Solutions 50%
• Lung Nodule Classification 50%
• Distribution Testing 50%
• Unseen 50%
• Deep Neural Network Classifier 50%

Computer Science

• Convolutional Neural Network 100%
• Medical Imaging 66%
• Generalization Ability 33%
• Performance Metric 33%
• Image Classification 33%
• Contrastive Learning 33%
• Synthetic Datasets 33%
• Classification Performance 33%
• Deep Learning Method 33%