Erkun Yang

Adversarial Examples for Hamming Space Search

2018 · IEEE Transactions on Cybernetics

Due to its strong representation learning ability and its facilitation of joint learning for representation and hash codes, deep learning-to-hash has achieved promising results and is becoming increasingly popular for the large-scale approximate nearest neighbor …

Learning with Diversity: Self-Expanded Equalization for Better Generalized Deep Metric Learning

2023

Exploring good generalization ability is essential in deep metric learning (DML). Most existing DML methods focus on improving the model robustness against category shift to keep the performance on unseen categories. However, in addition to …

Channel-masked Asymmetric Distribution Matching for Cross-Domain Generalized Dataset Distillation

2026 · Proceedings of the AAAI Conference on Artificial Intelligence

Dataset distillation has achieved remarkable progress as an effective approach for data compression. However, real-world data often comes from diverse domains, leading to potential mismatches between the domains of synthesized images and those of the …