Exploring the Potential of Image Overlay in Self-supervised Learning: A Study on SimSiam Networks and Strategies for Preventing Model Collapse.
Li XiaoWeihua LiQuan BaiMinh NguyenPublished in: PKAW (2023)
Keyphrases
- statistical model
- bayesian framework
- prior knowledge
- network model
- similarity measure
- image data
- learning models
- probabilistic model
- theoretical framework
- computational model
- image segmentation
- learned models
- image set
- prior information
- segmentation method
- image representation
- image classification
- edge detection
- input image
- probability distribution
- multiscale
- high level
- learning algorithm
- em algorithm
- image restoration
- energy function
- supervised learning
- learning process
- probability density function
- image retrieval
- elementary school
- linear predictors