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SotA/Methodology/Multi-Label Classification

Multi-Label Classification

89 benchmarks1198 papers

Multi-Label Classification is the supervised learning problem where an instance may be associated with multiple labels. This is an extension of single-label classification (i.e., multi-class, or binary) where each instance is only associated with a single class label.

<span class="description-source">Source: Deep Learning for Multi-label Classification </span>

Benchmarks

Multi-Label Classification on CheXpert

AVERAGE AUC ON 14 LABELNUM RADS BELOW CURVE

Multi-Label Classification on MS-COCO

mAP

Multi-Label Classification on MIMIC-III

Micro-F1Macro-F1Precision@8Micro-AUCMacro-AUCPrecision@15Precision@5mAP

Multi-Label Classification on PASCAL VOC 2007

mAP

Multi-Label Classification on NUS-WIDE

MAP

Multi-Label Classification on MIMIC-IV ICD-10

Precision@8F1 MacroF1 MicroPrecision@15R-PrecmAPExact Match RatioAUC MacroAUC Micro

Multi-Label Classification on MIMIC-IV ICD-9

AUC MacroAUC MicroExact Match RatioF1 MacroF1 MicroPrecision@15Precision@8R-PrecmAP

Multi-Label Classification on MIMIC-IV-ICD-10-full

Macro-AUCMicro-AUCMacro-F1Micro-F1Precision@8

Multi-Label Classification on MIMIC-IV-ICD10-top50

F1 (micro)F1 (macro)AUC (Micro)AUC (Macro)Precision@5

Multi-Label Classification on MIMIC-IV-ICD9-full

Macro AUCMicro AUCF1 MacroF1 MicroPrecision@8

Multi-Label Classification on MIMIC-IV-ICD9-top50

AUC MacroAUC MicroF1 MacroF1 MicroPrecision @5

Multi-Label Classification on ChestX-ray14

Average AUC on 14 labelMacro F1

Multi-Label Classification on OpenImages-v6

mAP

Multi-Label Classification on New York Times Annotated Corpus

Macro F1Micro F1

Multi-Label Classification on PASCAL VOC 2012

mAP

Multi-Label Classification on RCV1-v2

Macro F1Micro F1

Multi-Label Classification on WOS

Macro F1Micro F1

Multi-Label Classification on Cellcycle Funcat

AU(PRC)

Multi-Label Classification on Cellcycle GO

AU(PRC)

Multi-Label Classification on Derisi Funcat

AU(PRC)

Multi-Label Classification on Derisi GO

AU(PRC)

Multi-Label Classification on Eisen Funcat

AU(PRC)

Multi-Label Classification on Eisen GO

AU(PRC)

Multi-Label Classification on Expr Funcat

AU(PRC)

Multi-Label Classification on Expr GO

AU(PRC)

Multi-Label Classification on Gasch1 Funcat

AU(PRC)

Multi-Label Classification on Gasch1 GO

AU(PRC)

Multi-Label Classification on Gasch2 Funcat

AU(PRC)

Multi-Label Classification on Gasch2 GO

AU(PRC)

Multi-Label Classification on MLRSNet

F1-score

Multi-Label Classification on MRNet

Average AUCAUC on Abnormality (ABN)AUC on ACL Tear (ACL)AUC on Meniscus Tear (MEN)Average AccuracyAccuracy on Abnormality (ABN)Accuracy on ACL Tear (ACL)Accuracy on Meniscus Tear (MEN)

Multi-Label Classification on Seq Funcat

AU(PRC)

Multi-Label Classification on Seq GO

AU(PRC)

Multi-Label Classification on Spo Funcat

AU(PRC)

Multi-Label Classification on Spo GO

AU(PRC)

Multi-Label Classification on MIMIC-CXR

Average AUC on 14 label

Multi-Label Classification on EURLEX57K

Macro F1Micro F1