Meta-transfer-learning

实验思路及记录

Data

选择Loess、Karst、Mountain、Desert、Flat、Hill、Glacier七种地貌类型的数据，每种地貌选择5个区域，分别切成64与500像素大小的小块。

TfaSR测试

使用TfaSR预训练好的模型直接应用到七种地貌上，比较与双线性三次插值结果的坡度、高程精度指标的差异。

地貌	TfaSR_RMSE_Slope	TfaSR_RMSE_Elevation	Cubic_RMSE_Slope	Cubic_RMSE_Elevation	Change_Elevation	Change_Slope
Loess	0	0	0	0	0	0
Karst	0	0	0	0	0	0
Hill	0	0	0	0	0	0
Mountain	0	0	0	0	0	0
Desert	0	0	0	0	0	0
Glacier	0	0	0	0	0	0
Plain	0	0	0	0	0	0

元迁移测试（主实验）

Baseline: SRCNN，SRResNet，TfaSR 1、分别先在TfaSR数据集上进行预训练；

Loess	Pre_SRCNN	Pre_SRResNet	Pre_TfaSR	MF_SRCNN	MF_SRResNet	MF_TfaSR
RMSE_Ele_Loess	0	0	0	0	0	0
RMSE_Ele_Karst	0	0	0	0	0	0
RMSE_Ele_Hill	0	0	0	0	0	0
RMSE_Ele_Mountain	0	0	0	0	0	0
RMSE_Ele_Desert	0	0	0	0	0	0
RMSE_Ele_Glacier	0	0	0	0	0	0
RMSE_Ele_Plain	0	0	0	0	0	0
RMSE_Slope_Loess	0	0	0	0	0	0
RMSE_Slope_Karst	0	0	0	0	0	0
RMSE_Slope_Hill	0	0	0	0	0	0
RMSE_Slope_Mountain	0	0	0	0	0	0
RMSE_Slope_Desert	0	0	0	0	0	0
RMSE_Slope_Glacier	0	0	0	0	0	0
RMSE_Slope_Plain	0	0	0	0	0	0

2、使用预训练好的模型直接应用到七种地貌上； 3、分别测试七种地貌，每次选六种地貌进行元迁移学习，在第七种地貌上进行测试。

讨论

1.与迁移学习的对比：每个地貌中，选取3个区域的数据做迁移性训练，剩下2个区域的数据做测试，保证迁移学习的更新次数与元迁移测试的次数相同；

	T_SRCNN	T_SRResNet	T_TfaSR	MF_SRCNN	MF_SRResNet	MF_TfaSR
RMSE_Ele_Loess	0	0	0	0	0	0
RMSE_Ele_Karst	0	0	0	0	0	0
RMSE_Ele_Hill	0	0	0	0	0	0
RMSE_Ele_Mountain	0	0	0	0	0	0
RMSE_Ele_Desert	0	0	0	0	0	0
RMSE_Ele_Glacier	0	0	0	0	0	0
RMSE_Ele_Plain	0	0	0	0	0	0
RMSE_Slope_Loess	0	0	0	0	0	0
RMSE_Slope_Karst	0	0	0	0	0	0
RMSE_Slope_Hill	0	0	0	0	0	0
RMSE_Slope_Mountain	0	0	0	0	0	0
RMSE_Slope_Desert	0	0	0	0	0	0
RMSE_Slope_Glacier	0	0	0	0	0	0
RMSE_Slope_Plain	0	0	0	0	0	0

2.消融实验：地形知识对模型性能的影响

	No_SRCNN	No_SRResNet	No_TfaSR	MF_SRCNN	MF_SRResNet	MF_TfaSR
RMSE_Ele_Loess	0	0	0	0	0	0
RMSE_Ele_Karst	0	0	0	0	0	0
RMSE_Ele_Hill	0	0	0	0	0	0
RMSE_Ele_Mountain	0	0	0	0	0	0
RMSE_Ele_Desert	0	0	0	0	0	0
RMSE_Ele_Glacier	0	0	0	0	0	0
RMSE_Ele_Plain	0	0	0	0	0	0
RMSE_Slope_Loess	0	0	0	0	0	0
RMSE_Slope_Karst	0	0	0	0	0	0
RMSE_Slope_Hill	0	0	0	0	0	0
RMSE_Slope_Mountain	0	0	0	0	0	0
RMSE_Slope_Desert	0	0	0	0	0	0
RMSE_Slope_Glacier	0	0	0	0	0	0
RMSE_Slope_Plain	0	0	0	0	0	0

3.地形复杂度与迁移性可能的联系。