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Medical Diagnosis

11 papers with code ยท Medical

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Y-Net for Chest X-Ray Preprocessing: Simultaneous Classification of Geometry and Segmentation of Annotations

8 May 2020

A modified Y-Net architecture based on the VGG11 encoder is used to simultaneously learn geometric orientation (similarity transform parameters) of the chest and segmentation of radiographic annotations.

IMAGE CLASSIFICATION MEDICAL DIAGNOSIS

Active Training of Physics-Informed Neural Networks to Aggregate and Interpolate Parametric Solutions to the Navier-Stokes Equations

2 May 2020

The contributions of this work are threefold: 1) To demonstrate that neural networks can be efficient aggregators of whole families of parameteric solutions to physical problems, trained using data created with traditional, trusted numerical methods such as finite elements.

ACTIVE LEARNING MEDICAL DIAGNOSIS

Learning to Complement Humans

1 May 2020

A rising vision for AI in the open world centers on the development of systems that can complement humans for perceptual, diagnostic, and reasoning tasks.

MEDICAL DIAGNOSIS

Local Adaptation Improves Accuracy of Deep Learning Model for Automated X-Ray Thoracic Disease Detection : A Thai Study

23 Apr 2020

This paper presents a state-of-the-art model for CXR abnormality detection, reaching an average AUROC of 0. 91.

ANOMALY DETECTION MEDICAL DIAGNOSIS

Testing Machine Translation via Referential Transparency

22 Apr 2020

Machine translation software has seen rapid progress in recent years due to the advancement of deep neural networks.

MACHINE TRANSLATION MEDICAL DIAGNOSIS

Single-step Adversarial training with Dropout Scheduling

18 Apr 2020

In this work, (i) we show that models trained using single-step adversarial training method learn to prevent the generation of single-step adversaries, and this is due to over-fitting of the model during the initial stages of training, and (ii) to mitigate this effect, we propose a single-step adversarial training method with dropout scheduling.

AUTONOMOUS DRIVING MEDICAL DIAGNOSIS

RF Sensing for Continuous Monitoring of Human Activities for Home Consumer Applications

21 Mar 2020

Radar for indoor monitoring is an emerging area of research and development, covering and supporting different health and wellbeing applications of smart homes, assisted living, and medical diagnosis.

MEDICAL DIAGNOSIS

Harnessing Explanations to Bridge AI and Humans

16 Mar 2020

Machine learning models are increasingly integrated into societally critical applications such as recidivism prediction and medical diagnosis, thanks to their superior predictive power.

DECISION MAKING MEDICAL DIAGNOSIS

Adversarial Encoder-Multi-Task-Decoder for Multi-Stage Processes

15 Mar 2020

We also introduce a sequence constraint in the output of an MLSSL classifier to guarantee the sequential pattern in the predictions.

MEDICAL DIAGNOSIS MULTI-TASK LEARNING

AI outperformed every dermatologist: Improved dermoscopic melanoma diagnosis through customizing batch logic and loss function in an optimized Deep CNN architecture

5 Mar 2020

The model performance is compared to that of 157 dermatologists from 12 university hospitals in Germany based on MClass-D dataset.

MEDICAL DIAGNOSIS