notesum.ai

Published at December 5

TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation

cs.CV

Released Date: December 5, 2024

Authors: A. Enes Doruk¹, Erhan Oztop¹, Hasan F. Ates¹

Aff.: ¹Ozyegin University

Arxiv: http://arxiv.org/pdf/2412.04073v1

MCD	clp	inf	pnt	qdr	rel	skt	Avg	SWD	clp	inf	pnt	qdr	rel	skt	Avg	BNM	clp	inf	pnt	qdr	rel	skt	Avg
clp	-	15.4	25.5	3.3	44.6	31.2	24.0	clp	-	14.7	31.9	10.1	45.3	36.5	27.7	clp	-	12.1	33.1	6.2	50.8	40.2	28.5
inf	24.1	-	24.0	1.6	35.2	19.7	20.9	inf	22.9	-	24.2	2.5	33.2	21.3	20.0	inf	26.6	-	28.5	2.4	38.5	18.1	22.8
pnt	31.1	14.8	-	1.7	48.1	22.8	23.7	pnt	33.6	15.3	-	4.4	46.1	30.7	26.0	pnt	39.9	12.2	-	3.4	54.5	36.2	29.2
qdr	8.5	2.1	4.6	-	7.9	7.1	6.0	qdr	15.5	2.2	6.4	-	11.1	10.2	9.1	qdr	17.8	1.0	3.6	-	9.2	8.3	8.0
rel	39.4	17.8	41.2	1.5	-	25.2	25.0	real	41.2	18.1	44.2	4.6	-	31.6	27.9	rel	48.6	13.2	49.7	3.6	-	33.9	29.8
skt	37.3	12.6	27.2	4.1	34.5	-	23.1	skt	44.2	15.2	37.3	10.3	44.7	-	30.3	skt	54.9	12.8	42.3	5.4	51.3	-	33.3
Avg	28.1	12.5	24.5	2.4	34.1	21.2	20.5	Avg	31.5	13.1	28.8	6.4	36.1	26.1	23.6	Avg	37.6	10.3	31.4	4.2	40.9	27.3	25.3
CGDM	clp	inf	pnt	qdr	rel	skt	Avg	PMTrans	clp	inf	pnt	qdr	rel	skt	Avg	SCDA	clp	inf	pnt	qdr	rel	skt	Avg
clp	-	16.9	35.3	10.8	53.5	36.9	30.7	clp	-	34.2	62.7	32.5	79.3	63.7	54.5	clp	-	18.6	39.3	5.1	55.0	44.1	32.4
inf	27.8	-	28.2	4.4	48.2	22.5	26.2	inf	67.4	-	61.1	22.2	78.0	57.6	57.3	inf	29.6	-	34.0	1.4	46.3	25.4	27.3
pnt	37.7	14.5	-	4.6	59.4	33.5	30.0	pnt	69.7	33.5	-	23.9	79.8	61.2	53.6	pnt	44.1	19.0	-	2.6	56.2	42.0	32.8
qdr	14.9	1.5	6.2	-	10.9	10.2	8.7	qdr	54.6	17.4	38.9	-	49.5	41.0	40.3	qdr	30.0	4.9	15.0	-	25.4	19.8	19.0
rel	49.4	20.8	47.2	4.8	-	38.2	32.0	rel	74.1	35.3	70.0	25.4	-	61.1	53.2	rel	54.0	22.5	51.9	2.3	-	42.5	34.6
skt	50.1	16.5	43.7	11.1	55.6	-	35.4	skt	73.8	33.0	62.6	30.9	77.5	-	55.6	skt	55.6	18.5	44.7	6.4	53.2	-	35.7
Avg	36.0	14.0	32.1	7.1	45.5	28.3	27.2	Avg	40.4	16.6	34.7	4.3	43.4	32.3	28.6	Avg	42.6	16.7	37.0	3.6	47.2	34.8	30.3
CDTrans	clp	inf	pnt	qdr	rel	skt	Avg	SSRT	clp	inf	pnt	qdr	rel	skt	Avg	TransAdapter-B	clp	inf	pnt	qdr	rel	skt	Avg
clp	-	29.4	57.2	26.0	72.6	58.1	48.7	clp	-	33.8	60.2	19.4	75.8	59.8	49.8	clp	-	35.4	63.9	33.7	80.4	65.0	55.8
inf	57.0	-	54.4	12.8	69.5	48.4	48.4	inf	55.5	-	54.0	9.0	68.2	44.7	46.3	inf	68.8	-	62.5	23.6	79.4	59.0	58.7
pnt	62.9	27.4	-	15.8	72.1	53.9	46.4	pnt	61.7	28.5	-	8.4	71.4	55.2	45.0	pnt	70.8	34.6	-	25.0	80.9	62.3	54.7
qdr	44.6	8.9	29.0	-	42.6	28.5	30.7	qdr	42.5	8.8	24.2	-	37.6	33.6	29.3	qdr	55.8	18.6	40.1	-	50.7	42.2	41.5
rel	66.2	31.0	61.5	16.2	-	52.9	45.6	rel	69.9	37.1	66.0	10.1	-	58.9	48.4	rel	75.3	36.5	71.2	26.6	-	62.3	54.4
skt	69.0	29.6	59.0	27.2	72.5	-	51.5	skt	70.6	32.8	62.2	21.7	73.2	-	52.1	skt	75.2	34.4	64.0	32.3	78.9	-	57.0
Avg	59.9	25.3	52.2	19.6	65.9	48.4	45.2	Avg	60.0	28.2	53.3	13.7	65.3	50.4	45.2	Avg	67.9	30.7	59.1	27.0	72.8	56.9	53.7