Severity Classification

Severity classification aims to automatically assign levels of disease severity or event impact from various data sources, such as medical images, sensor readings, or textual reports. Current research focuses on developing and refining machine learning models, including convolutional neural networks, vision transformers, and Bayesian active learning approaches, to improve accuracy and efficiency, often addressing challenges like imbalanced datasets and the need for efficient annotation strategies. This work has significant implications for improving diagnostic accuracy, enabling personalized treatment, optimizing resource allocation (e.g., in healthcare or traffic management), and facilitating more effective risk assessment across diverse fields.

Papers

October 30, 2024

Larger models yield better results? Streamlined severity classification of ADHD-related concerns using BERT-based knowledge distillation
Ahmed Akib Jawad Karim, Kazi Hafiz Md. Asad, Md. Golam Rabiul Alam
Knowledge Distillation BERT Model Large Model Performance Improvement Severity Classification Main Concern Distilled BERT

October 29, 2024

Self-Relaxed Joint Training: Sample Selection for Severity Estimation with Ordinal Noisy Labels
Shumpei Takezaki, Kiyohito Tanaka, Seiichi Uchida
Noisy Label Sample Selection Severity Classification Joint Training

September 8, 2024

Deep Bayesian Active Learning-to-Rank with Relative Annotation for Estimation of Ulcerative Colitis Severity
Takeaki Kadota, Hideaki Hayashi, Ryoma Bise, Kiyohito Tanaka, Seiichi Uchida
Estimation Task Learning to Rank Severity Prediction Selective Annotation Severity Classification Disease Severity

August 9, 2024

Performance Metric for Multiple Anomaly Score Distributions with Discrete Severity Levels
Wonjun Yi, Yong-Hwa Park, Wonho Jung
Anomaly Score Performance Metric ROC Curve Anomaly Detector Severity Classification Anomaly Data

August 2, 2024

IncidentNet: Traffic Incident Detection, Localization and Severity Estimation with Sparse Sensing
Sai Shashank Peddiraju, Kaustubh Harapanahalli, Edward Andert, Aviral Shrivastava
Localization Focus Severity Classification Incident Report Sparse Sensor Traffic Incident Detection

July 22, 2024

Pavement Fatigue Crack Detection and Severity Classification Based on Convolutional Neural Network
Zhen Wang, Dylan G. Ildefonzo, Linbing Wang
Convolutional Neural Network Crack Detection Severity Classification Pavement Distress Pavement Damage Detection

June 21, 2024

Model-based generation of representative rear-end crash scenarios across the full severity range using pre-crash data
Jian Wu, Carol Flannagan, Ulrich Sander, Jonas Bärgman
Crash Data Severity Classification Structured Generation Rear End Crash Pre Crash

April 29, 2024

ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization
Hong Nguyen, Hoang Nguyen, Melinda Chang, Hieu Pham, Shrikanth Narayanan, Michael Pazzani
Contrastive Learning Medical Image Preference Optimization High Quality Representation Severity Classification Contrastive Preference

March 20, 2024

Enhancing Traffic Incident Management with Large Language Models: A Hybrid Machine Learning Approach for Severity Classification
Artur Grigorev, Khaled Saleh, Yuming Ou, Adriana-Simona Mihaita
Severity Prediction Hybrid Machine Learning Severity Classification Incident Management Traffic Incident Frequency Severity Modeling

March 1, 2024

An Ordinal Diffusion Model for Generating Medical Images with Different Severity Levels
Shumpei Takezaki, Seiichi Uchida
Diffusion Model Generative Model Medical Image Ordinal Pattern Severity Classification Medical Image Generation

January 1, 2024

Tissue Artifact Segmentation and Severity Analysis for Automated Diagnosis Using Whole Slide Images
Galib Muhammad Shahriar Himel
Computational Pathology Whole Slide Image Automatic Diagnosis Tissue Segmentation Severity Classification Tissue Context Artifact Detection Artifact Disentanglement Network

August 17, 2023

Severity Classification of Parkinson's Disease from Speech using Single Frequency Filtering-based Features
Sudarsana Reddy Kadiri, Manila Kodali, Paavo Alku
Speech Analysis Feature Wise Parkinson Disease Short Time Fourier Transform Severity Classification Mel Frequency Cepstral Coefficient Dominant Low Frequency

May 30, 2023

A generalized framework to predict continuous scores from medical ordinal labels
Katharina V. Hoebel, Andreanne Lemay, John Peter Campbell, Susan Ostmo, Michael F. Chiang, Christopher P. Bridge, Matthew D. Li, Praveer Singh, Aaron S. Coyner, Jayashree Kalpathy-Cramer
Ordinal Pattern Severity Classification Generalized Framework Disease Severity Ordinal Classification Clinical Prediction Task Analytic Score

May 15, 2023

Towards Automated COVID-19 Presence and Severity Classification
Dominik Müller, Niklas Schröter, Silvan Mertes, Fabio Hellmann, Miriam Elia, Wolfgang Reif, Bernhard Bauer, Elisabeth André, Frank Kramer
Covid 19 Severity Prediction Severity Classification COVID 19 Severity

March 23, 2023

Severity classification of ground-glass opacity via 2-D convolutional neural network and lung CT scans: a 3-day exploration
Lisa Y. W. Tang
Neural Network 2 Dimensional Medical Image Analysis Convolutional Neural Network Architecture Residual Neural Network Severity Classification Ground Glass Opacity Lung CT

March 18, 2023

Vision Transformer-based Model for Severity Quantification of Lung Pneumonia Using Chest X-ray Images
Bouthaina Slika, Fadi Dornaika, Hamid Merdji, Karim Hammoudi
Vision Transformer Covid 19 Chest X Ray Image Severity Classification Ventilator Associated Pneumonia Vision Transformer Model Frequency Severity Modeling

February 24, 2023

Disease Severity Regression with Continuous Data Augmentation
Shumpei Takezaki, Kiyohito Tanaka, Seiichi Uchida, Takeaki Kadota
Data Augmentation Conditional Generative Adversarial Network Severity Classification Disease Severity

December 22, 2022

An Adaptive Simulated Annealing-Based Machine Learning Approach for Developing an E-Triage Tool for Hospital Emergency Operations
Abdulaziz Ahmed, Mohammed Al-Maamari, Mohammad Firouz, Dursun Delen
Metaheuristic Algorithm Severity Classification Patient Triage Spatial Annealing Smoothing

November 16, 2022

Auditing Algorithmic Fairness in Machine Learning for Health with Severity-Based LOGAN
Anaelia Ovalle, Sunipa Dev, Jieyu Zhao, Majid Sarrafzadeh, Kai-Wei Chang
Machine Learning Bias Detection Severity Classification Fairness Audit Machine Learning Fairness

October 27, 2022

Automatic Severity Classification of Dysarthric speech by using Self-supervised Model with Multi-task Learning
Eun Jung Yeo, Kwanghee Choi, Sunhee Kim, Minhwa Chung
Self Supervised Multi Task Learning Dysarthric Speech Severity Prediction Severity Classification Auxiliary Classifier

Severity Classification

Papers

Larger models yield better results? Streamlined severity classification of ADHD-related concerns using BERT-based knowledge distillation

Self-Relaxed Joint Training: Sample Selection for Severity Estimation with Ordinal Noisy Labels

Deep Bayesian Active Learning-to-Rank with Relative Annotation for Estimation of Ulcerative Colitis Severity

Performance Metric for Multiple Anomaly Score Distributions with Discrete Severity Levels

IncidentNet: Traffic Incident Detection, Localization and Severity Estimation with Sparse Sensing

Pavement Fatigue Crack Detection and Severity Classification Based on Convolutional Neural Network

Model-based generation of representative rear-end crash scenarios across the full severity range using pre-crash data

ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization

Enhancing Traffic Incident Management with Large Language Models: A Hybrid Machine Learning Approach for Severity Classification

An Ordinal Diffusion Model for Generating Medical Images with Different Severity Levels

Tissue Artifact Segmentation and Severity Analysis for Automated Diagnosis Using Whole Slide Images

Severity Classification of Parkinson's Disease from Speech using Single Frequency Filtering-based Features

A generalized framework to predict continuous scores from medical ordinal labels

Towards Automated COVID-19 Presence and Severity Classification

Severity classification of ground-glass opacity via 2-D convolutional neural network and lung CT scans: a 3-day exploration

Vision Transformer-based Model for Severity Quantification of Lung Pneumonia Using Chest X-ray Images

Disease Severity Regression with Continuous Data Augmentation

An Adaptive Simulated Annealing-Based Machine Learning Approach for Developing an E-Triage Tool for Hospital Emergency Operations

Auditing Algorithmic Fairness in Machine Learning for Health with Severity-Based LOGAN

Automatic Severity Classification of Dysarthric speech by using Self-supervised Model with Multi-task Learning