Search Results - "Chen, Danny"

A Deep Learning Approach for Colonoscopy Pathology WSI Analysis: Accurate Segmentation and Classification by Feng, Ruiwei, Liu, Xuechen, Chen, Jintai, Chen, Danny Z., Gao, Honghao, Wu, Jian

“…Colorectal cancer (CRC) is one of the most life-threatening malignancies. Colonoscopy pathology examination can identify cells of early-stage colon tumors in…”
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Interactive Few-Shot Learning: Limited Supervision, Better Medical Image Segmentation by Feng, Ruiwei, Zheng, Xiangshang, Gao, Tianxiang, Chen, Jintai, Wang, Wenzhe, Chen, Danny Z., Wu, Jian

“…Many known supervised deep learning methods for medical image segmentation suffer an expensive burden of data annotation for model training. Recently, few-shot…”
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Data-Driven Deep Supervision for Medical Image Segmentation by Mishra, Suraj, Zhang, Yizhe, Chen, Danny Z., Hu, X. Sharon

“…Medical image segmentation plays a vital role in disease diagnosis and analysis. However, data-dependent difficulties such as low image contrast, noisy…”
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A Hierarchical Graph Network for 3D Object Detection on Point Clouds by Chen, Jintai, Lei, Biwen, Song, Qingyu, Ying, Haochao, Chen, Danny Z., Wu, Jian

“…3D object detection on point clouds finds many applications. However, most known point cloud object detection methods did not adequately accommodate the…”
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STNet: An End-to-End Generative Framework for Synthesizing Spatiotemporal Super-Resolution Volumes by Han, Jun, Zheng, Hao, Chen, Danny Z., Wang, Chaoli

“…We present STNet, an end-to-end generative framework that synthesizes spatiotemporal super-resolution volumes with high fidelity for time-varying data. STNet…”
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Towards Interpretable Arrhythmia Classification With Human-Machine Collaborative Knowledge Representation by Wang, Jilong, Li, Rui, Li, Renfa, Fu, Bin, Xiao, Chunxia, Chen, Danny Z.

“…Arrhythmia detection and classification is a crucial step for diagnosing cardiovascular diseases. However, deep learning models that are commonly used and…”
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A Robust Shape-Aware Rib Fracture Detection and Segmentation Framework With Contrastive Learning by Cao, Zheng, Xu, Liming, Chen, Danny Z., Gao, Honghao, Wu, Jian

“…The rib fracture is a common type of thoracic skeletal trauma, and its inspections using computed tomography (CT) scans are critical for clinical evaluation…”
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TANGO: A GO-Term Embedding Based Method for Protein Semantic Similarity Prediction by Wang, Hongxiao, Zheng, Hao, Chen, Danny Z.

“…We aim to quantitatively predict protein semantic similarities (PSS), which is vital to making biological discoveries. Previously, researchers commonly…”
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D-former: a U-shaped Dilated Transformer for 3D medical image segmentation by Wu, Yixuan, Liao, Kuanlun, Chen, Jintai, Wang, Jinhong, Chen, Danny Z., Gao, Honghao, Wu, Jian

“…Computer-aided medical image segmentation has been applied widely in diagnosis and treatment to obtain clinically useful information of shapes and volumes of…”
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TGSA: protein–protein association-based twin graph neural networks for drug response prediction with similarity augmentation by Zhu, Yiheng, Ouyang, Zhenqiu, Chen, Wenbo, Feng, Ruiwei, Chen, Danny Z, Cao, Ji, Wu, Jian

“…Abstract Motivation Drug response prediction (DRP) plays an important role in precision medicine (e.g. for cancer analysis and treatment). Recent advances in…”
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PCAT-UNet: UNet-like network fused convolution and transformer for retinal vessel segmentation by Chen, Danny, Yang, Wenzhong, Wang, Liejun, Tan, Sixiang, Lin, Jiangzhaung, Bu, Wenxiu

“…The accurate segmentation of retinal vessels images can not only be used to evaluate and monitor various ophthalmic diseases, but also timely reflect systemic…”
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Globally optimal OCT surface segmentation using a constrained IPM optimization by Xie, Hui, Pan, Zhe, Zhou, Leixin, Zaman, Fahim A, Chen, Danny Z, Jonas, Jost B, Xu, Weiyu, Wang, Ya Xing, Wu, Xiaodong

“…Segmentation of multiple surfaces in optical coherence tomography (OCT) images is a challenging problem, further complicated by the frequent presence of weak…”
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Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network by Bian, Yuexin, Chen, Jintai, Chen, Xiaojun, Yang, Xiaoxian, Chen, Danny Z., Wu, Jian

“…A large number of people suffer from life-threatening cardiac abnormalities, and electrocardiogram (ECG) analysis is beneficial to determining whether an…”
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A Task Decomposing and Cell Comparing Method for Cervical Lesion Cell Detection by Chen, Tingting, Zheng, Wenhao, Ying, Haochao, Tan, Xiangyu, Li, Kexin, Li, Xiaoping, Chen, Danny Z., Wu, Jian

“…Automatic detection of cervical lesion cells or cell clumps using cervical cytology images is critical to computer-aided diagnosis (CAD) for accurate,…”
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CNS-Native Myeloid Cells Drive Immune Suppression in the Brain Metastatic Niche through Cxcl10 by Guldner, Ian H., Wang, Qingfei, Yang, Lin, Golomb, Samantha M., Zhao, Zhuo, Lopez, Jacqueline A., Brunory, Abigail, Howe, Erin N., Zhang, Yizhe, Palakurthi, Bhavana, Barron, Martin, Gao, Hongyu, Xuei, Xiaoling, Liu, Yunlong, Li, Jun, Chen, Danny Z., Landreth, Gary E., Zhang, Siyuan

“…Brain metastasis (br-met) develops in an immunologically unique br-met niche. Central nervous system-native myeloid cells (CNS-myeloids) and…”
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V2V: A Deep Learning Approach to Variable-to-Variable Selection and Translation for Multivariate Time-Varying Data by Han, Jun, Zheng, Hao, Xing, Yunhao, Chen, Danny Z., Wang, Chaoli

“…We present V2V, a novel deep learning framework, as a general-purpose solution to the variable-to-variable (V2V) selection and translation problem for…”
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KerNet: A Novel Deep Learning Approach for Keratoconus and Sub-Clinical Keratoconus Detection Based on Raw Data of the Pentacam HR System by Feng, Ruiwei, Xu, Zhe, Zheng, Xiangshang, Hu, Heping, Jin, Xiuming, Chen, Danny Z., Yao, Ke, Wu, Jian

“…Keratoconus is one of the most severe corneal diseases, which is difficult to detect at the early stage (i.e., sub-clinical keratoconus) and possibly results…”
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A Cross-Domain Metal Trace Restoring Network for Reducing X-Ray CT Metal Artifacts by Peng, Chengtao, Li, Bin, Liang, Peixian, Zheng, Jian, Zhang, Yizhe, Qiu, Bensheng, Chen, Danny Z.

“…Metal artifacts commonly appear in computed tomography (CT) images of the patient body with metal implants and can affect disease diagnosis. Known deep…”
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Guest Editors’ Foreword by Cabello, Sergio, Chen, Danny Z.

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Discriminative Cervical Lesion Detection in Colposcopic Images With Global Class Activation and Local Bin Excitation by Chen, Tingting, Liu, Xuechen, Feng, Ruiwei, Wang, Wenzhe, Yuan, Chunnv, Lu, Weiguo, He, Haizhen, Gao, Honghao, Ying, Haochao, Chen, Danny Z., Wu, Jian

“…Accurate cervical lesion detection (CLD) methods using colposcopic images are highly demanded in computer-aided diagnosis (CAD) for automatic diagnosis of…”
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