notesum.ai

Published at November 22

cs.CV

Released Date: November 22, 2024

Authors: Jieming Bian¹, Lei Wang¹, Letian Zhang², Jie Xu¹

Aff.: ¹University of Florida; ²Middle Tennessee State University

DomainNet			Clipart	Infograph	Painting	Quickdraw	Real	Sketch	Average
	ViT	FFA-LoRA	81.75	51.96	77.51	61.83	88.68	75.20	72.82
		FedIT	84.37	54.17	79.67	69.00	89.20	78.08	75.75
		FLoRA	83.70	53.51	79.43	70.09	89.25	77.20	75.53
		FlexLoRA	85.15	53.93	79.82	70.01	89.42	77.85	76.02
		LoRA-FAIR	86.25	56.26	80.09	71.25	89.52	79.06	77.07
	MLP-Mixer	FFA-LoRA	69.74	37.15	66.43	38.66	80.94	57.49	58.40
		FedIT	74.69	41.89	70.57	51.53	83.25	64.31	64.37
		FLoRA	74.39	41.33	69.91	53.83	82.75	64.08	64.38
		FlexLoRA	75.11	41.62	70.49	53.29	83.41	64.79	64.79
		LoRA-FAIR	75.92	43.21	70.42	55.62	83.43	66.62	65.87
NICO++			Autumn	Dim	Grass	Outdoor	Rock	Water	Average
	ViT	FFA-LoRA	91.26	88.19	93.29	89.84	90.51	88.60	90.28
		FedIT	91.64	88.87	93.09	90.05	90.87	88.96	90.58
		FLoRA	91.48	89.47	93.33	90.38	90.83	90.05	90.93
		FlexLoRA	91.26	88.91	93.16	90.41	90.78	89.09	90.60
		LoRA-FAIR	92.47	89.35	93.73	90.56	91.01	90.34	91.24
	MLP-Mixer	FFA-LoRA	83.34	76.82	84.70	80.14	79.30	75.97	80.05
		FedIT	85.21	79.62	86.01	82.44	83.10	78.65	82.51
		FLoRA	85.10	79.70	86.03	82.12	82.24	75.52	82.29
		FlexLoRA	86.31	79.82	86.60	82.77	83.05	79.73	83.08
		LoRA-FAIR	86.09	81.06	86.79	82.71	84.09	80.60	83.56