PreAugNet: improve data augmentation for industrial defect classification with small-scale training data
Abstract
References
Recommendations
Improved Surface Defect Classification from a Simple Convolutional Neural Network by Image Preprocessing and Data Augmentation
Bioinspired Systems for Translational Applications: From Robotics to Social EngineeringAbstractConvolutional neural networks (CNNs) play an important role in an increasing number of image processing tasks. There is an obvious demand to improve their classification performance and efficiency. Current research in this area tends to focus on ...
Training data augmentation: An empirical study using generative adversarial net-based approach with normalizing flow models for materials informatics
AbstractWe address the issue of small data size for training models for regression problems, which is a significant issue in materials science. Many density estimators that use generative models based on deep neural networks have been ...
Highlights- We address training data augmentation issue on regression problems.
- A GAN-based ...
CycleGAN Based Data Augmentation For Melanoma images Classification
AIPR '20: Proceedings of the 2020 3rd International Conference on Artificial Intelligence and Pattern RecognitionIt is widely-known that melanoma is one of the deadliest skin cancers with a very high mortality rate, while it is curable with early identification. Therefore, early detection of melanoma is extremely necessary for the treatment of this disease. In ...
Comments
Information & Contributors
Information
Published In
Publisher
Springer-Verlag
Berlin, Heidelberg
Publication History
Author Tags
Qualifiers
- Research-article
Funding Sources
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 0Total Downloads
- Downloads (Last 12 months)0
- Downloads (Last 6 weeks)0
Other Metrics
Citations
View Options
View options
Get Access
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in