top of page

News to help your R&D in artificial intelligence, machine learning, robotics, computer vision, smart hardware

As an Amazon Associate I earn

from qualifying purchases

Writer's picturemorrislee

Survey of self-supervised learning using images for generative and discriminative training

Survey of self-supervised learning using images for generative and discriminative training


Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training

arXiv paper abstract https://arxiv.org/abs/2305.13689



Although supervised learning has been ... successful in ... computer vision in the past, the ... improvement has diminished ... in recent years


... Inspired by ... NLP, self-supervised methods that rely on clustering, contrastive learning, distillation, and information-maximization, which all fall under ... discriminative SSL, have experienced a swift uptake in the area of computer vision.


Shortly afterwards, generative SSL frameworks that are mostly based on masked image modeling, complemented and surpassed the results obtained with discriminative SSL.


Consequently, within a span of three years, over 100 unique general-purpose frameworks for generative and discriminative SSL, with a focus on imaging, were proposed.


In this survey ... review ... research efforts conducted on image-oriented SSL, providing a historic view and paying attention to best practices as well as useful software packages.


... discuss pretext tasks for image-based SSL, as well as techniques that are commonly used in image-based SSL ...



Please like and share this post if you enjoyed it using the buttons at the bottom!


Stay up to date. Subscribe to my posts https://morrislee1234.wixsite.com/website/contact

Web site with my other posts by category https://morrislee1234.wixsite.com/website



113 views0 comments

Comments


ClickBank paid link

bottom of page