For startups and established businesses, understanding the importance of segmentation is essential for the granular analysis of consumer demographics, behaviors, needs, and preferences. These insights ...

Abstract: Unsupervised domain adaptation (UDA), aimed at improving the segmentation performance of deep models on un-labeled data, has attracted considerable attention. Recently, the Segment Anything ...

Abstract: In this paper, we propose a unified model, deep synchronized spectral clustering (DeepSSC), for unsupervised cellular structure detection and segmentation. Unlike previous deep spectral ...

1 School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China 2 Pediatric Epilepsy Center, Peking University First Hospital, Beijing, China ...

microCLIP is a lightweight self-training framework that adapts CLIP for fine-grained image classification without requiring labeled data. While CLIP is strong in zero-shot transfer, it primarily ...