Search Results for author: Bryar Shareef

Found 4 papers, 1 papers with code

Breast Ultrasound Tumor Classification Using a Hybrid Multitask CNN-Transformer Network

no code implementations4 Aug 2023 Bryar Shareef, Min Xian, Aleksandar Vakanski, Haotian Wang

Vision Transformers have an improved capability of capturing global contextual information but may distort the local image patterns due to the tokenization operations.

Classification Image Classification

SIAN: Style-Guided Instance-Adaptive Normalization for Multi-Organ Histopathology Image Synthesis

no code implementations2 Sep 2022 Haotian Wang, Min Xian, Aleksandar Vakanski, Bryar Shareef

Existing deep neural networks for histopathology image synthesis cannot generate image styles that align with different organs, and cannot produce accurate boundaries of clustered nuclei.

Image Generation Instance Segmentation +2

ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation

no code implementations27 Sep 2020 Bryar Shareef, Alex Vakanski, Min Xian, Phoebe E. Freer

Breast tumor segmentation is a critical task in computer-aided diagnosis (CAD) systems for breast cancer detection because accurate tumor size, shape and location are important for further tumor quantification and classification.

Anatomy Breast Cancer Detection +2

Stan: Small tumor-aware network for breast ultrasound image segmentation

4 code implementations3 Feb 2020 Bryar Shareef, Min Xian, Aleksandar Vakanski

The proposed approach outperformed the state-of-the-art approaches in segmenting small breast tumors.

Image Segmentation Tumor Segmentation

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