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Published at November 16

LTCXNet: Advancing Chest X-Ray Analysis with Solutions for Long-Tailed Multi-Label Classification and Fairness Challenges

cs.CV

cs.AI

Released Date: November 16, 2024

Authors: Chin-Wei Huang¹, Mu-Yi Shen¹, Kuan-Chang Shih¹, Shih-Chih Lin¹, Chi-Yu Chen², Po-Chih Kuo¹

Aff.: ¹National Tsing Hua University, Taiwan; ²National Taiwan University Hospital

Arxiv: http://arxiv.org/abs/2411.10746v1

Refer to caption

Ablation Settings				mAP		mF1
ConvNeXt-S	ML-Dec.	Data Aug.	Ensemble	Val.	Test	Val.	Test
$\checkmark$	$\times$	$\times$	$\times$	0.357	0.351	0.256	0.247
$\checkmark$	$\checkmark$	$\times$	$\times$	0.366	0.363	0.268	0.271
$\checkmark$	$\times$	$\checkmark$	$\times$	0.370	0.364	0.272	0.268
$\checkmark$	$\checkmark$	$\checkmark$	$\times$	0.376	0.372	0.313	0.307
$\checkmark$	$\checkmark$	$\checkmark$	$\checkmark$	0.384	0.377	0.291	0.287