3 papers
cs.LG2026
Advancing Analytic Class-Incremental Learning through Vision-Language Calibration
Binyu Zhao, Wei Zhang, Xingrui Yu +2
Class-incremental learning (CIL) with pre-trained models (PTMs) faces a critical trade-off between efficient adaptation and long-term stability. While analytic learning enables rap…
cs.CV2025
MCE: Towards a General Framework for Handling Missing Modalities under Imbalanced Missing Rates
Binyu Zhao, Wei Zhang, Zhaonian Zou
Multi-modal learning has made significant advances across diverse pattern recognition applications. However, handling missing modalities, especially under imbalanced missing rates,…
cs.CV2023
BM2CP: Efficient Collaborative Perception with LiDAR-Camera Modalities
Binyu Zhao, Wei Zhang, Zhaonian Zou
Collaborative perception enables agents to share complementary perceptual information with nearby agents. This would improve the perception performance and alleviate the issues of…