notesum.ai

Published at December 4

Semi-Supervised Transfer Boosting (SS-TrBoosting)

cs.CV

cs.LG

Released Date: December 4, 2024

Authors: Lingfei Deng¹, Changming Zhao, Zhenbang Du, Kun Xia, Dongrui Wu

Aff.: ¹Huazhong University of Science and Technology, Wuhan, China

Arxiv: http://arxiv.org/pdf/2412.03212v1

1-shot
Algorithm		A $\rightarrow$ C	A $\rightarrow$ P	A $\rightarrow$ R	C $\rightarrow$ A	C $\rightarrow$ P	C $\rightarrow$ R	P $\rightarrow$ A	P $\rightarrow$ C	P $\rightarrow$ R	R $\rightarrow$ A	R $\rightarrow$ C	R $\rightarrow$ P	Avg (std)
	ST	49.25	72.12	75.91	56.31	68.66	68.61	55.60	45.81	73.97	65.18	50.55	79.42	63.45 (0.31)
	SS-TrBoosting	52.65	77.35	78.70	60.41	74.46	73.63	59.14	48.76	77.80	66.82	53.50	81.98	67.10 (0.22)
UDA	DAN	48.49	70.16	74.64	53.22	66.74	66.64	53.12	43.83	72.70	63.46	48.57	77.79	61.61 (0.01)
	SS-TrBoosting	51.94	75.32	78.18	58.16	72.47	72.28	57.08	47.26	76.51	65.31	51.29	80.38	65.52 (0.16)
	DANN	48.33	69.68	74.11	58.43	67.97	67.81	56.58	45.52	74.11	65.27	50.81	79.11	63.14 (0.17)
	SS-TrBoosting	51.62	74.27	77.92	62.59	73.01	73.87	60.08	49.21	78.43	67.71	53.36	81.53	66.97 (0.13)
	CDAN	55.36	73.46	76.66	62.90	74.26	73.65	63.15	53.08	78.39	71.30	58.43	81.95	68.55 (0.42)
	SS-TrBoosting	55.71	75.29	78.17	63.35	74.92	74.15	63.56	53.81	79.85	71.45	58.63	82.75	69.30 (0.44)
	FixBi	51.09	75.07	77.25	62.94	77.15	74.42	63.11	54.17	78.91	70.18	57.29	83.18	68.73 (0.16)
	SS-TrBoosting	51.09	75.09	77.29	62.94	77.17	74.42	63.11	54.19	78.91	70.18	57.30	83.19	68.74 (0.16)
	DNA	51.95	72.49	75.98	60.50	69.50	68.74	59.75	50.29	76.26	68.22	54.77	81.31	65.81 (0.72)
	SS-TrBoosting	54.17	76.37	79.38	64.13	74.70	74.49	63.56	52.45	79.29	70.51	56.32	83.13	69.04 (0.47)
	MCC	57.52	79.09	80.59	65.42	78.44	78.47	64.20	55.29	81.09	70.66	59.13	83.57	71.12 (0.37)
	SS-TrBoosting	57.70	79.28	80.80	65.45	78.55	78.57	64.21	55.36	81.14	70.72	59.21	83.71	71.22 (0.37)
SSDA	ENT	51.41	74.31	77.91	63.12	75.30	74.41	61.70	50.64	78.67	70.31	54.32	81.97	67.84 (0.25)
	SS-TrBoosting	53.33	76.44	79.48	64.11	76.44	76.41	62.40	51.86	79.59	70.70	55.78	82.64	69.10 (0.20)
	MME	55.78	73.13	76.32	62.36	73.58	72.10	60.41	56.10	78.20	70.12	59.15	83.20	68.37 (0.37)
	SS-TrBoosting	56.50	74.74	77.60	62.90	75.17	72.55	60.53	56.46	79.16	70.24	59.34	83.54	69.06 (0.33)
	UODA	54.40	71.20	75.02	59.72	71.48	69.69	59.98	55.66	76.21	68.60	59.22	82.27	66.95 (0.12)
	SS-TrBoosting	57.45	76.02	78.04	61.12	74.56	72.48	61.91	56.20	78.70	70.24	59.79	83.25	69.15 (0.13)
	APE	56.43	76.69	78.55	66.65	76.60	75.77	66.22	56.34	80.29	73.62	60.83	83.46	70.95 (0.36)
	SS-TrBoosting	57.29	77.35	79.79	67.53	77.37	76.79	66.71	56.98	80.68	73.62	61.13	83.84	71.59 (0.36)
3-shot
	ST	54.40	76.60	77.85	61.13	74.10	71.71	60.99	53.17	76.39	68.06	57.01	81.83	67.77 (0.27)
	SS-TrBoosting	57.39	80.08	80.38	64.77	78.90	75.63	63.87	56.00	79.45	70.28	59.28	83.62	70.80 (0.18)
UDA	DAN	52.69	74.93	76.17	58.90	71.86	70.29	56.71	49.45	74.61	65.41	53.75	79.61	65.36 (0.09)
	SS-TrBoosting	55.73	78.88	79.18	62.63	77.45	74.91	60.56	53.02	78.26	67.58	56.39	81.89	68.87 (0.08)
	DANN	53.56	75.97	76.44	62.11	74.75	72.06	61.42	52.84	76.36	68.19	56.25	81.27	67.60 (0.20)
	SS-TrBoosting	56.54	79.36	78.93	66.19	78.62	76.33	64.55	55.99	79.75	70.61	58.91	83.46	70.77 (0.24)
	CDAN	59.66	78.19	78.87	66.55	77.84	76.61	65.44	61.23	80.93	73.25	63.78	84.61	72.25 (0.32)
	SS-TrBoosting	60.45	79.01	79.59	66.76	78.66	77.40	66.23	61.57	81.46	73.36	63.73	84.73	72.75 (0.19)
	FixBi	57.36	81.50	79.57	65.55	81.64	78.79	65.96	59.50	80.15	70.52	60.41	84.57	72.13 (0.16)
	SS-TrBoosting	57.37	81.51	79.58	65.55	81.63	78.78	65.98	59.50	80.15	70.52	60.44	84.58	72.13 (0.16)
	DNA	55.95	78.02	78.34	63.74	76.23	74.09	62.71	55.14	78.98	70.92	59.25	83.38	69.73 (0.48)
	SS-TrBoosting	58.79	80.87	80.36	66.87	79.42	78.01	66.65	58.15	81.58	72.07	60.77	85.14	72.39 (0.44)
	MCC	61.25	81.56	81.47	68.07	81.09	80.27	66.61	60.34	81.85	70.64	62.65	84.84	73.39 (0.14)
	SS-TrBoosting	61.54	81.64	81.53	68.12	81.22	80.24	66.67	60.36	82.19	70.61	62.70	84.81	73.47 (0.14)
SSDA	ENT	56.68	79.19	79.48	67.74	79.69	77.35	66.37	56.67	80.17	72.80	59.71	83.55	71.62 (0.14)
	SS-TrBoosting	58.43	80.65	80.65	68.77	80.54	78.77	66.83	57.98	81.03	72.85	60.63	83.97	72.59 (0.09)
	MME	60.04	77.80	78.48	65.80	78.64	75.96	64.47	60.16	79.93	72.30	63.22	84.94	71.81 (0.25)
	SS-TrBoosting	60.50	78.75	79.70	66.29	79.15	76.85	64.65	60.29	80.62	72.39	63.21	85.15	72.30 (0.18)
	UODA	60.01	78.31	78.00	64.16	78.17	75.28	64.55	61.07	79.15	71.86	62.98	83.95	71.46 (0.11)
	SS-TrBoosting	61.82	80.57	80.35	64.84	80.01	76.87	65.49	62.05	80.75	72.24	64.04	85.09	72.85 (0.25)
	APE	61.14	81.58	79.88	69.25	81.04	78.62	70.62	62.81	82.35	74.85	65.43	85.60	74.43 (0.07)
	SS-TrBoosting	62.21	82.10	80.91	69.79	81.33	79.39	70.74	63.31	82.69	74.82	65.50	85.97	74.90 (0.11)