2 papers
cs.CV2026
Rethinking Multi-Label Image Classification With Deep Learning: Taxonomy, Challenge, and Outlook
Xuelin Zhu, Xiu-Shen Wei, Jiawei Ge +2
Multi-label image classification (MLIC), a fundamental task in computer vision, focuses on identifying multiple objects or concepts within an image, underpinning numerous read-worl…
cs.CV2025
MSCI: Addressing CLIP's Inherent Limitations for Compositional Zero-Shot Learning
Yue Wang, Shuai Xu, Xuelin Zhu +1
Compositional Zero-Shot Learning (CZSL) aims to recognize unseen state-object combinations by leveraging known combinations. Existing studies basically rely on the cross-modal alig…