notesum.ai

Published at November 19

Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation Framework

cs.CV

cs.AI

Released Date: November 19, 2024

Authors: Ismail Nejjar¹, Hao Dong², Olga Fink¹

Aff.: ¹Ecole Polytechnique Federale de Lausanne (EPFL); ²ETH Zurich

Arxiv: http://arxiv.org/abs/2411.12558v1

Refer to caption

Methods	SF	Office-31
Methods	SF	A2D	A2W	D2A	D2W	W2A	W2D	Avg
CMU	✗	52.6	55.7	76.5	75.9	65.8	64.7	65.2
DANCE	✗	84.9	78.8	79.1	78.8	68.3	78.8	79.8
OSLPP	✗	91.5	89.0	79.3	92.3	78.7	9..6	87.4
GATE	✗	88.4	86.5	84.2	95.0	86.1	96.7	89.5
ANNA	✗	83.8	85.5	82.5	99.5	81.6	98.4	88.6
Source-only	✓	78.2	72.1	44.2	82.2	52.1	88.8	69.6
UMAD	✓	88.5	84.4	86.8	95.0	88.2	95.9	89.8
LEAD	✓	84.9	85.1	90.9	94.8	90.3	96.5	90.3
GLC	✓	82.6	74.6	92.6	96.0	91.8	96.1	89.0
AaD-O	✓	82.3	79.0	84.3	93.1	84.8	95.0	86.4
AaD + RRDA	✓	91.1	94.3	94.1	96.6	94.0	96.2	94.4
		+8.8	+15.3	+9.8	+3.5	+9.2	+1.2	+8.0
SHOT-O	✓	89.5	83.0	85.9	91.4	84.0	95.2	88.2
SHOT+ RRDA	✓	90.0	92.2	92.6	98.2	91.6	98.2	93.8
		+0.5	+9.2	+6.7	+6.8	+7.6	+3.0	+5.6