RD-OpenMax: rethinking OpenMax for robust realistic open-set recognition

X Yin, B Cao, Q Hu, Q Wang - IEEE Transactions on Neural …, 2024 - ieeexplore.ieee.org
Open-set recognition (OSR) toward a practical open-world setting has attracted increasing
research attention in recent years. However, existing OSR settings are either too idealized or …

Consistent Prompt Tuning for Generalized Category Discovery

M Yang, J Yin, Y Gu, C Deng, H Zhang… - International Journal of …, 2025 - Springer
Abstract Generalized Category Discovery (GCD) aims at discovering both known and
unknown classes in unlabeled data, using the knowledge learned from a limited set of …

Generalized Class Discovery in Instance Segmentation

CM Hoang, Y Lee, B Kang - arxiv preprint arxiv:2502.08149, 2025 - arxiv.org
This work addresses the task of generalized class discovery (GCD) in instance
segmentation. The goal is to discover novel classes and obtain a model capable of …

[PDF][PDF] A New Bibliometrics Analysis Method for Imbalanced Classes and New Classes in the Domain of Biomedical Literature

Y Lin, Z Hu, X He, S Liu, J Li - poster-openaccess.com
In the field of biomedical research, the ability to process and understand vast amounts of
academic literature swiftly and accurately is crucial for advancing the discipline. The original …