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Published at December 6

Mixed Blessing: Class-Wise Embedding guided Instance-Dependent Partial Label Learning

cs.LG

Released Date: December 6, 2024

Authors: Fuchao Yang¹, Jianhong Cheng¹, Hui Liu², Yongqiang Dong¹, Yuheng Jia¹, Junhui Hou³

Aff.: ¹Southeast University; ²Saint Francis University; ³City University of Hong Kong

Arxiv: http://arxiv.org/pdf/2412.05029v1

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Type	Method	CIFAR-100	CIFAR-100H	FGVC100	DOGS120	CARS196	CUB200
IDPLL	CEL (OURS)	75.51±0.28%	75.77±0.09%	78.36±0.19%	78.18±0.12%	86.22±0.08%	68.60±0.10%
	DIRK (AAAI 2024)	74.40±0.18%	75.50±0.45%	76.86±3.54%	75.97±0.29%	85.31±0.77%	66.60±1.07%
	NEPLL (ICCV 2023)	72.41±0.66%	75.05±0.83%	75.36±0.59%	74.84±0.09%	85.05±0.17%	62.88±1.66%
	POP (ICML 2023)	72.74±0.70%	75.11±0.18%	77.87±0.23%	74.86±0.12%	85.26±0.24%	64.88±0.48%
	IDGP (ICLR 2023)	68.49±0.35%	68.83±1.11%	72.48±0.86%	66.79±0.38%	79.56±0.46%	58.16±0.58%
	ABLE (IJCAI 2022)	70.94±0.17%	73.15±0.15%	74.05±0.43%	72.78±0.07%	85.75±0.24%	63.23±0.36%
	VALEN (NeurIPS 2021)	68.33±0.36%	70.52±0.24%	68.21±0.43%	66.89±0.15%	82.21±0.16%	63.05±3.32%
PLL	PICO (ICLR 2022)	64.00±0.29%	65.39±0.38%	63.52±0.94%	67.80±-0.06%	70.15±1.63%	58.56±0.90%
	CR-DPLL (ICML 2022)	71.54±0.25%	75.49±0.30%	63.20±1.22%	61.41±0.82%	68.30±0.45%	50.26±0.34%
	LWS (ICML 2021)	71.64±0.32%	74.40±0.62%	72.82±0.44%	66.12±0.12%	82.11±0.24%	54.01±0.68%
	PRODEN (ICML 2020)	70.49±0.50%	72.90±0.47%	69.34±0.39%	70.94±0.43%	83.35±0.05%	65.06±0.14%
	RC (NeurIPS 2020)	69.96±0.01%	72.69±0.30%	72.72±0.22%	70.40±0.26%	82.11±0.63%	60.96±0.59%
	CC (NeurIPS 2020)	70.51±0.28%	73.83±0.19%	64.36±0.50%	66.21±0.77%	70.61±2.01%	56.79±0.71%