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08/07/2023
SciGraphQA: A Large-Scale Synthetic Multi-Turn Question-Answering Dataset for Scientific Graphs
In this work, we present SciGraphQA, a synthetic multi-turn question-ans...
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03/12/2022
MDT-Net: Multi-domain Transfer by Perceptual Supervision for Unpaired Images in OCT Scan
Deep learning models tend to underperform in the presence of domain shif...
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03/18/2021
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation
Despite the tremendous success of deep neural networks in medical image ...
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03/30/2020
Computer Aided Detection for Pulmonary Embolism Challenge (CAD-PE)
Rationale: Computer aided detection (CAD) algorithms for Pulmonary Embol...
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12/11/2019
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation
The state-of-the-art models for medical image segmentation are variants ...
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10/10/2019
ErrorNet: Learning error representations from limited data to improve vascular segmentation
Deep convolutional neural networks have proved effective in segmenting l...
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08/27/2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation
The medical imaging literature has witnessed remarkable progress in high...
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08/19/2019
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis
Transfer learning from natural image to medical image has established as...
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08/16/2019
Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization
Generative adversarial networks (GANs) have ushered in a revolution in i...
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02/18/2019
Automatic Segmentation of Pulmonary Lobes Using a Progressive Dense V-Network
Reliable and automatic segmentation of lung lobes is important for diagn...
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01/25/2019
Surrogate Supervision for Medical Image Analysis: Effective Deep Learning From Limited Quantities of Labeled Data
We investigate the effectiveness of a simple solution to the common prob...
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07/18/2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation
In this paper, we present UNet++, a new, more powerful architecture for ...
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06/02/2017
Automating Carotid Intima-Media Thickness Video Interpretation with Convolutional Neural Networks
Cardiovascular disease (CVD) is the leading cause of mortality yet large...
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06/02/2017
