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Published at November 5

Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization

cs.CV

cs.AI

Released Date: November 5, 2024

Authors: Pengkun Jiao, Na Zhao, Jingjing Chen, Yu-Gang Jiang

Arxiv: http://arxiv.org/abs/2411.02920v1

Refer to caption

Method	Art		Cartoon		Sketch		Photo		Average
Method	$\mathrm{acc_{k}}$	$\mathrm{acc_{u}}$	$\mathrm{acc_{k}}$	$\mathrm{acc_{u}}$	$\mathrm{acc_{k}}$	$\mathrm{acc_{u}}$	$\mathrm{acc_{k}}$	$\mathrm{acc_{u}}$	$\mathrm{acc_{k}}$	$\mathrm{acc_{u}}$
ERM+CM	68.66	44.56	62.65	43.18	41.01	33.16	39.91	54.21	52.96	44.53
MEADA+CM	70.45	33.36	63.76	53.74	40.25	48.79	42.89	50.57	54.34	46.61
ADA+CM	72.93	40.12	64.39	49.06	44.98	40.85	43.27	52.53	56.40	45.64
DSU+OVA	68.17	31.50	64.47	58.60	37.16	60.17	44.95	38.22	53.69	47.12
L2D+OVA	56.00	84.30	45.69	65.63	40.15	76.93	33.08	71.56	43.73	74.60
DEBUG (ours)	74.75	48.63	61.66	57.28	45.35	68.32	48.78	58.05	57.63	58.07