Unsupervised object discovery with pseudo label generated using K-means and self-supervised transformer

ST Lim, JE Park, MY Lee, HC Lee - Neurocomputing, 2023 - Elsevier
Instance segmentation is a fundamental task in the field of computer vision. It aims to assign
every pixel to an appropriate class and localize objects within bounding boxes. However …

Partitioned Saliency Ranking with Dense Pyramid Transformers

C Sun, Y Xu, J Pei, H Fang, H Tang - Proceedings of the 31st ACM …, 2023 - dl.acm.org
In recent years, saliency ranking has emerged as a challenging task focusing on assessing
the degree of saliency at instance-level. Being subjective, even humans struggle to identify …

Annotate less but perform better: weakly supervised shadow detection via label augmentation

H Chen, XD Chen, W Wu, W Yang, X Mao - The Visual Computer, 2024 - Springer
Shadow detection is essential for scene understanding and image restoration. Existing
paradigms for producing shadow detection training data usually rely on densely labeling …