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Jiajun Hu

2 accepted papers

2025

AAKR: Adversarial Attack-based Knowledge Retention for Continual Semantic Segmentation

AAAI 2025technical

In the context of Continual Semantic Segmentation (CSS), replay-based methods tend to achieve better performance than knowledge distillation-based ones, as the former utilizes additional data to transfer old knowledge. However, this advantage is at the cost of necessitating additional space for sto…

Cited by 0SourcePDFScholar
2024

Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization

ECCV 2024poster

"Domain generalization (DG) aims to avoid the performance degradation of the model when the distribution shift between the limited training data and unseen test data occurs. Recently, foundation models with enormous parameters have been pre-trained with huge datasets, demonstrating strong generaliza…