activity
20182026
most citedAdversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling

1 citations · 1 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2026

From level set evolution to threshold optimization: A grayscale level set framework for image segmentation

Xingkai Li, Jiebao Sun, Fanghui Song +1

The segmentation of multiple degradations has been a challenging problem in the field of image segmentation. Existing level set approaches commonly adopt a length regularization te…

cs.CV2026

A Smooth Phase-Separation Model for Weak-Boundary Segmentation of Homogeneous Structures

Zihan Li, Jiebao Sun, Fanghui Song +1

Segmentation of adjacent structures with similar intensity distributions remains a challenging problem in image analysis, particularly when object boundaries are weak or ambiguous.…

cs.CV2026

Latent Geometric Chords for Query-Efficient Decision-Based Adversarial Attacks

Ei Hmue Khine, Yao Li, Jiebao Sun +3

While decision-based black-box adversarial attacks present a severe security threat, current methodologies suffer from fundamental limitations. Pixel-wise attacks frequently introd…

math.NA2025

Incorporating Local Hölder Regularity into PINNs for Solving Elliptic PDEs

Qirui Zhou, Jiebao Sun, Yi Ran +1

In this paper, local Hölder regularization is incorporated into a physics-informed neural networks (PINNs) framework for solving elliptic partial differential equations (PDEs). Mot…

cs.CV2024★ 1 cited

Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling

Jie Ning, Jiebao Sun, Shengzhu Shi +4

Deep learning-based image denoising models demonstrate remarkable performance, but their lack of robustness analysis remains a significant concern. A major issue is that these mode…

cs.CV2023

Re-initialization-free Level Set Method via Molecular Beam Epitaxy Equation Regularization for Image Segmentation

Fanghui Song, Jiebao Sun, Shengzhu Shi +2

Variational level set method has become a powerful tool in image segmentation due to its ability to handle complex topological changes and maintain continuity and smoothness in the…

math.NA2018

A Generalized-Jacobi-Function Spectral Method for Space-Time Fractional Reaction-Diffusion Equations with Viscosity Terms

Zhe Yu, Boying Wu, Jiebao Sun +1

In this work, we study a new spectral Petrov-Galerkin approximation of space-time fractional reaction-diffusion equations with viscosity terms built by Riemann-Liouville fractional…