Survey of unknown image recognition with Sun
Survey of unknown image recognition with Sun
A Survey on Open-Set Image Recognition
arXiv paper abstract https://arxiv.org/abs/2312.15571
arXiv PDF paper https://arxiv.org/pdf/2312.15571.pdf
Open-set image recognition (OSR) aims to both classify known-class samples and identify unknown-class samples in the testing set, which supports … applications, such as autonomous driving, medical diagnosis, security monitoring, etc.
In recent years, open-set recognition methods have achieved more and more attention, since it is usually difficult to obtain holistic information about the open world for model training.
In this paper, … aim to summarize the up-to-date development of recent OSR methods, considering their rapid development in recent two or three years.
… firstly introduce a new taxonomy, under which … comprehensively review the existing DNN-based OSR methods.
… compare the performances of some typical and state-of-the-art OSR methods on both coarse-grained datasets and fine-grained datasets under both standard-dataset setting and cross-dataset setting, and further give the analysis of the comparison.
… discuss some open issues and possible future directions in this community.
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
LinkedIn https://www.linkedin.com/in/morris-lee-47877b7b
