Multi-Label Classification on MIMIC-III

Metric: Micro-AUC (higher is better)

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#	Model↕	Micro-AUC▼	Augmentations	Paper	Date↕	Code
1	GKI-ICD	99.3	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	Discnet+RE	99.3	No	-	-	Code
3	RAC	99.2	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
4	MSMN	99.2	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
5	MSATT-KG	99.2	No	-	-	-
6	EffectiveCAN	98.8	No	-	-	-
7	JointLAAT	98.8	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
8	LAAT	98.8	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
9	MultiResCNN	98.6	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
10	CAML	98.6	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
11	DR-CAML	98.5	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
12	HAN	98.1	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
13	Bi-GRU	97.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
14	CNN	96.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	Logistic Regression	93.7	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code

#1GKI-ICDSOTA
99.3
Micro-AUC· 2025-05-24
A General Knowledge Injection Framework for ICD Coding Code
#2Discnet+RE
99.3
Micro-AUC
No paperCode
#3RACSOTA
99.2
Micro-AUC· 2021-07-10
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
#4MSMN
99.2
Micro-AUC· 2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Code
#5MSATT-KG
99.2
Micro-AUC
No paper
#6EffectiveCAN
98.8
Micro-AUC
No paper
#7JointLAATSOTA
98.8
Micro-AUC· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#8LAAT
98.8
Micro-AUC· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#9MultiResCNN
98.6
Micro-AUC· 2019-11-25
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network Code
#10CAMLSOTA
98.6
Micro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#11DR-CAML
98.5
Micro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#12HAN
98.1
Micro-AUC· 2020-10-29
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation Code
#13Bi-GRU
97.1
Micro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#14CNN
96.9
Micro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#15Logistic Regression
93.7
Micro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code