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Published at December 9

Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image Segmentation

cs.CV

Released Date: December 9, 2024

Authors: Shun Zhang¹, Xuechao Zou², Kai Li³, Congyan Lang², Shiying Wang¹, Pin Tao³, Tengfei Cao¹

Aff.: ¹Qinghai University; ²Beijing Jiaotong University; ³Tsinghua University

Arxiv: http://arxiv.org/pdf/2412.06664v1

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Knowledge Transfer		Domain Adaptation		Metrics
$\mathcal{L}_{\text{kl}}$	$\mathcal{L}_{\text{mse}}$	$\mathcal{L}_{\text{aux}}$	$\mathcal{L}_{\text{ce}}$	mIoU ↑	OA ↑	F1 ↑
$\checkmark$	$\checkmark$	$\checkmark$	$\checkmark$	50.81	74.10	64.91
$\checkmark$	$\checkmark$	$\times$	$\checkmark$	49.60	73.30	63.75
$\checkmark$	$\times$	$\checkmark$	$\checkmark$	49.18	72.78	63.34
$\times$	$\checkmark$	$\checkmark$	$\checkmark$	43.68	68.71	57.41