notesum.ai

Published at December 5

Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation

cs.CV

Released Date: December 5, 2024

Authors: Hao Zhu¹, Yan Zhu, Jiayu Xiao, Tianxiang Xiao, Yike Ma, Yucheng Zhang, Feng Dai

Aff.: ¹Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China

Arxiv: http://arxiv.org/pdf/2412.03968v1

Refer to caption

Method	Type	Germany [39]		PASTIS [21]
		OA	mIoU	OA	mIoU
MCTFormerCVPR’22 [52]	$\mathcal{RGB}$	70.6	56.3	66.7	49.6
ViT-PCMECCV’22 [37]		66.8	52.2	69.3	53.2
LP-CAMCVPR’23 [14]		64.7	49.1	67.0	50.1
TSCDAAAI’23 [54]		68.4	52.7	67.2	51.3
DuPLCVPR’24 [51]		66.2	50.6	65.5	48.7
SeCoCVPR’24 [55]		64.5	48.3	63.6	46.1
baseline		82.5	74.1	81.2	69.5
+PAMRCVPR’20 [3]	$\mathcal{SITS}$	83.9	76.3	82.0	71.2
+TS-CAMICCV’21 [20]		81.1	70.5	80.4	67.6
+SIPECVPR’22 [11]		82.0	73.2	81.5	70.1
+FPRICCV’23 [10]		82.4	75.6	81.7	71.0
+ours-Exact		88.3 $\uparrow$ 5.8	80.6 $\uparrow$ 6.5	84.1 $\uparrow$ 2.9	75.6 $\uparrow$ 6.1