Table 1 Training and test sample numbers in the WHU-HiLongKou dataset, theWHU-HiHanChuan dataset, and the WHU-HiHongHu dataset.

NO.	WHU-Hi LongKou			WHU-Hi HanChuan			WHU-Hi HongHu
NO.	Class	Training	Test	Class	Training	Test	Class	Training	Test
1	Corn	172	34339	Strawberry	223	44521	Red roof	70	13971
2	Cotton	41	8333	Cowpea	113	22640	Road	17	3495
3	Sesame	15	3016	Soybean	51	10236	Bare soil	109	21712
4	Broad-leaf soybean	316	62896	Sorghum	26	5327	Cotton	816	162469
5	Narrow-leaf soybean	20	4131	Water spinach	6	1194	Cotton firewood	31	6187
6	Rice	59	11795	Watermelon	22	4511	Rape	222	44335
7	Water	335	66721	Greens	29	5974	Chinese cabbage	120	23983
8	Roads and houses	35	7089	Trees	89	17889	Pakchoi	20	4034
9	Mixed weed	26	5203	Grass	47	9422	Cabbage	54	10765
10				Red roof	52	10464	Tuber mustard	61	12333
11				Gray roof	84	16827	Brassica parachinensis	55	10960
12				Plastic	18	3661	Brassica chinensis	44	8910
13				Bare soil	45	9071	Small Brassica chinensis	112	22395
14				Road	92	18468	Lactuca sativa	36	7320
14				Bright object	5	1131	Celtuce	5	997
16				Water	377	75024	Film covered lettuce	36	7226
17							Romaine lettuce	15	2995
18							Carrot	16	3201
19							White radish	43	8669
20							Garlic sprout	17	3469
21							Broad bean	6	1322
22							Tree	20	4020
/	Total	1019	203523	Total	1289	256241	Total	1925	384678

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