Search Results for author: Sixian Chan

Found 3 papers, 1 papers with code

Soften to Defend: Towards Adversarial Robustness via Self-Guided Label Refinement

no code implementations14 Mar 2024 Daiwei Yu, Zhuorong Li, Lina Wei, Canghong Jin, Yun Zhang, Sixian Chan

However, most AT methods suffer from robust overfitting, i. e., a significant generalization gap in adversarial robustness between the training and testing curves.

Adversarial Robustness Memorization

A Generalized Physical-knowledge-guided Dynamic Model for Underwater Image Enhancement

1 code implementation10 Aug 2023 Pan Mu, Hanning Xu, Zheyuan Liu, Zheng Wang, Sixian Chan, Cong Bai

To tackle these challenges, we design a Generalized Underwater image enhancement method via a Physical-knowledge-guided Dynamic Model (short for GUPDM), consisting of three parts: Atmosphere-based Dynamic Structure (ADS), Transmission-guided Dynamic Structure (TDS), and Prior-based Multi-scale Structure (PMS).

Image Enhancement

Towards General and Fast Video Derain via Knowledge Distillation

no code implementations10 Aug 2023 Defang Cai, Pan Mu, Sixian Chan, Zhanpeng Shao, Cong Bai

As a common natural weather condition, rain can obscure video frames and thus affect the performance of the visual system, so video derain receives a lot of attention.

Knowledge Distillation Rain Removal

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