Search Results for author: Yuankai K. Tao

Found 5 papers, 1 papers with code

Novel OCT mosaicking pipeline with Feature- and Pixel-based registration

no code implementations21 Nov 2023 Jiacheng Wang, Hao Li, Dewei Hu, Yuankai K. Tao, Ipek Oguz

High-resolution Optical Coherence Tomography (OCT) images are crucial for ophthalmology studies but are limited by their relatively narrow field of view (FoV).

Computational Efficiency

Deep Angiogram: Trivializing Retinal Vessel Segmentation

no code implementations1 Jul 2023 Dewei Hu, Xing Yao, Jiacheng Wang, Yuankai K. Tao, Ipek Oguz

The generalizability of the synthetic network is improved by the contrastive loss that makes the model less sensitive to variations of image contrast and noisy features.

Retinal Vessel Segmentation Segmentation

Unsupervised Denoising of Retinal OCT with Diffusion Probabilistic Model

1 code implementation27 Jan 2022 Dewei Hu, Yuankai K. Tao, Ipek Oguz

A diffusion process is defined by adding a sequence of Gaussian noise to self-fused OCT b-scans.

Denoising Image Restoration

Retinal OCT Denoising with Pseudo-Multimodal Fusion Network

no code implementations9 Jul 2021 Dewei Hu, Joseph D. Malone, Yigit Atay, Yuankai K. Tao, Ipek Oguz

Evaluated by intensity-based and structural metrics, the result shows that our method can effectively suppress the speckle noise and enhance the contrast between retina layers while the overall structure and small blood vessels are preserved.

Denoising

LIFE: A Generalizable Autodidactic Pipeline for 3D OCT-A Vessel Segmentation

no code implementations9 Jul 2021 Dewei Hu, Can Cui, Hao Li, Kathleen E. Larson, Yuankai K. Tao, Ipek Oguz

We then construct the local intensity fusion encoder (LIFE) to map a given OCT-A volume and its LIF counterpart to a shared latent space.

Retinal Vessel Segmentation Segmentation

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