国产多源卫片图斑智能提取平台研究与应用

国产多源卫片图斑智能提取平台研究与应用

庞敏

An intelligent platform for extracting patches from multisource domestic satellite images and its application

PANG Min

表2 各模型算法在2019年太原遥感影像数据集试验指标

Tab.2 Experimental indicators of various model algorithms on the 2019 Taiyuan remote sensing image dataset (%)

方法	Acc							总体指标
方法	耕地	草地	水体	建筑物	硬化地表	堆掘地	道路	mAcc	mIoU	mF1
PSPNet	79.94	44.35	88.09	86.76	26.67	69.10	69.23	69.62	57.33	70.61
DeepLabV3	77.68	44.19	87.08	86.39	29.21	70.04	68.49	69.58	56.68	69.78
Segformer	82.46	51.64	87.69	85.77	26.47	71.65	70.97	71.07	58.92	71.69
Swin Transformer	82.93	37.99	87.01	88.36	11.09	71.60	61.42	67.09	55.59	68.34
DeepLabv3+Res2Net	—	—	—	—	—	—	—	—	59.97	72.92
FTUnetFormer	81.35	52.71	89.33	77.61	—	73.02	73.14	76.15	64.30	78.76