no code implementations • 20 Mar 2024 • Xincheng Yao, Ruoqi Li, Zefeng Qian, Lu Wang, Chongyang Zhang
In this paper, we propose a novel Hierarchical Gaussian mixture normalizing flow modeling method for accomplishing unified Anomaly Detection, which we call HGAD.
1 code implementation • ICCV 2023 • Xincheng Yao, Ruoqi Li, Zefeng Qian, Yan Luo, Chongyang Zhang
Humans recognize anomalies through two aspects: larger patch-wise representation discrepancies and weaker patch-to-normal-patch correlations.
no code implementations • 20 Dec 2022 • Alfa Rossi, Mojtaba Rahimi, David Le, Taeyoon Son, Michael J. Heiferman, R. V. Paul Chan, Xincheng Yao
Limited image contrast and field of view (FOV) are common limitations of conventional fundus cameras, making it difficult to detect subtle abnormalities at the early stages of eye diseases.
1 code implementation • CVPR 2023 • Xincheng Yao, Ruoqi Li, Jing Zhang, Jun Sun, Chongyang Zhang
In this way, our model can form a more explicit and discriminative decision boundary to distinguish known and also unseen anomalies from normal samples more effectively.
Ranked #3 on Supervised Anomaly Detection on MVTec AD (using extra training data)
1 code implementation • 29 Jan 2022 • Shaiban Ahmed, David Le, Taeyoon Son, Tobiloba Adejumo, Xincheng Yao, Department of Biomedical Engineering, Department of Ophthalmology, Visual Science, University of Illinois at Chicago
Chromatic dispersion is a common problem to degrade the system resolution in optical coherence tomography (OCT).
no code implementations • 14 Dec 2021 • David Le, Taeyoon Son, Jennifer I. Lim, Xincheng Yao
Methods: OCT images were acquired from normal eyes, diabetic eyes with no diabetic retinopathy (NoDR) and mild DR. Quantitative features, including length features quantifying band distances and reflectance intensity features among the external limiting membrane (ELM), inner segment ellipsoid (ISe), interdigitation zone (IZ) and retinal pigment epithelium (RPE) were determined.
no code implementations • 14 Dec 2021 • Tobiloba Adejumo, Tae-hoon Kim, David Le, Taeyoon Son, Guangying Ma, Xincheng Yao
Uniform lumen intensity was observed in both small and large arteries.