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Shaoning Zeng

3 accepted papers

2026

SD-PSFNet: Sequential and Dynamic Point Spread Function Network for Image Deraining

AAAI 2026technical

Image deraining is crucial for vision applications but is challenged by the complex multi-scale physics of rain and its coupling with scenes. To address this challenge, a novel approach inspired by multi-stage image restoration is proposed, incorporating Point Spread Function (PSF) mechanisms to rev

Cited by 0SourcePDFScholar
2022

Filter Pruning via Feature Discrimination in Deep Neural Networks

ECCV 2022poster

"Filter pruning is one of the most effective methods to compress deep convolutional networks (CNNs). In this paper, as a key component in filter pruning, We first propose a feature discrimination based filter importance criterion, namely Receptive Field Criterion (RFC). It turns the maximum activati…

Cited by 28SourcePDFScholar
2022

Robust Network Architecture Search via Feature Distortion Restraining

ECCV 2022poster

"The vulnerability of DNNs severely limits the application of it in the security-sensitive domains. Most of the existing methods improve the robustness of models from weight optimization, such as adversarial training and regularization. However, the architecture is also a key factor to robustness, w…

Cited by 7SourcePDFScholar