Multi-Label Classification on CheXpert

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AVERAGE AUC ON 14 LABEL

Rank	Model	AVERAGE AUC ON 14 LABEL	NUM RADS BELOW CURVE	Paper	Code	Year
1	CFT (ensemble) Macao Polytechnic University	0.933	–	Category-Wise Fine-Tuning for Image Multi-label Classification with Partial Labels	maxium0526/category-wise-fine-tuning · maxium0526/cft-chexpert	2023
2	DeepAUC-v1	0.930	2.800	Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification	Optimization-AI/LibAUC · optimization-ai/iccv2021_deepauc · yzhuoning/DeepAUC_OGB_Challenge · +1	2020
2	Hierarchical-Learning-V1 (ensemble)	0.930	2.600	Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels	thanhtran98/chexpert_pytorch_base · covidscantest/covidscan-datascience	2019
4	YWW(ensemble)	0.929	2.800
4	Conditional-Training-LSR	0.929	2.600
4	Hierarchical-Learning-V4 (ensemble)	0.929	2.600	Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels	thanhtran98/chexpert_pytorch_base · covidscantest/covidscan-datascience	2019
4	Conditional-Training-LSR-V1	0.929	2.600
4	Hierarchical-Learning-V0 (ensemble)	0.929	2.600
9	Multi-Stage-Learning-CNN-V3 (ensemble)	0.928	2.600
9	DeepCNNsGM(ensemble)	0.928	2.600
11	inisis	0.927	3.000
11	DeepCNNs(ensemble)	0.927	2.600
11	SenseXDR	0.927	2.600
11	ihil (ensemble)	0.927	2.600
15	JF aboy ensemble_V2 JF HEALTHCARE https://github.com/deadpoppy/CheXpert-Challeng	0.926	3.000
15	DRNet (ensemble)	0.926	2.600
15	yw	0.926	2.600
15	Anatomy-XNet-V1	0.926	2.600	Anatomy-XNet: An Anatomy Aware Convolutional Neural Network for Thoracic Disease Classification in Chest X-rays		2021
19	hoanganh_VB_ensemble3	0.925	2.400
19	alimebkovk	0.925	2.400