notesum.ai

Published at December 5

eess.IV

cs.AI

cs.CV

Released Date: December 5, 2024

Authors: Zhu Han, Jin Yang, Lianru Gao, Zhiqiang Zeng, Bing Zhang, Jocelyn Chanussot

Class Name	Training Samples	Test Samples	Classic Backbone Networks				Hybrid Backbone Networks
Class Name	Training Samples	Test Samples	2-D CNN[72]	3-D CNN[73]	GRU[40]	ViT[74]	MorphConv[43]	SSFTT[44]	WFCG[45]	DSNet
Corn Notill	50	1384	77.24	65.25	72.33	66.55	71.53	85.62	80.92	83.96
Corn Mintill	50	784	84.57	59.57	83.16	88.52	84.57	90.43	90.69	94.90
Corn	50	184	92.39	94.57	73.37	88.59	97.83	97.28	100.00	99.46
Grass Pasture	50	447	94.63	89.71	87.02	97.09	93.74	90.60	94.41	98.21
Grass Trees	50	697	78.62	95.12	81.35	85.65	92.25	95.95	99.43	97.27
Hay Windrowed	50	439	92.26	98.63	94.76	98.86	98.86	98.63	100.00	99.54
Soybean Notill	50	918	79.63	79.74	84.86	93.03	73.31	85.51	82.79	95.10
Soybean Mintill	50	2418	67.74	67.70	66.50	73.95	56.95	75.27	87.68	90.07
Soybean Clean	50	564	74.29	72.87	64.00	75.18	81.91	78.90	86.70	94.68
Wheat	50	162	99.38	99.38	98.15	99.38	100.00	100.00	100.00	99.38
Woods	50	1244	92.44	79.98	90.03	92.04	87.70	94.21	99.92	95.90
Buildings Grass Trees Drives	50	330	83.94	67.58	81.52	89.39	93.33	92.73	98.18	97.58
Stone Steel Towers	50	45	100.00	100.00	100.00	100.00	100.00	97.78	100.00	100.00
Alfalfa	15	39	74.36	94.87	71.79	92.31	100.00	94.87	97.44	94.87
Grass Pasture Mowed	15	11	100.00	100.00	100.00	100.00	90.91	100.00	100.00	100.00
Oats	15	5	100.00	100.00	100.00	100.00	100.00	100.00	100.00	100.00
OA (%)			80.07	75.46	78.02	82.79	77.56	86.51	90.64	93.08
AA (%)			86.97	85.31	84.30	90.03	88.93	92.33	94.88	96.31
Kappa (%)			77.43	72.13	75.11	80.44	74.65	84.63	89.27	92.08