notesum.ai

Published at December 3

AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation

cs.AI

cs.CV

Released Date: December 3, 2024

Authors: Jaehyun Choi¹, Junwon Ko, Dong-Jae Lee, Junmo Kim

Aff.: ¹School of Electrical Engineering, KAIST, South Korea

Arxiv: http://arxiv.org/pdf/2412.02280v1

Refer to caption

Method	Extended Open		Total
Method	Citys.	KITTI	Total
Source only	19.3	24.1	21.7
AdaptSegNet [30]	22.0	23.4	22.7
MOCDA [8]	31.1	30.9	31.0
AST-OCDA [13]	32.6	31.8	32.2
w/o Curr	30.2	32.7	31.5
w/o Hopf	28.3	31.0	29.7
AH-OCDA (Ours)	32.6	34.0	33.3