濒危鹦鹉物种的分类实时移动应用程序使用CNN模型基于转移学习

表2

混淆矩阵。


ResNet50 (ImageNet /随机)	预测

实际	Ara chloroptera	Cacatua galerita	Cacatua goffiniana	Psittacus erithacus
Ara chloroptera	100/92	0/1	0/3	5/10
Cacatua galerita	0/1	98/66	6/38	1/0
Cacatua goffiniana	0/2	15/40	88/55	2/8
Psittacus erithacus	5/4	1/5	10/6	89/90

NASNetMobile (ImageNet /随机)	预测
实际	Ara chloroptera	Cacatua galerita	Cacatua goffiniana	Psittacus erithacus
Ara chloroptera	99/95	0/1	5/1	1/8
Cacatua galerita	0/0	100/76	2/23	3/6
Cacatua goffiniana	0/3	12/32	89/54	4/16
Psittacus erithacus	3/0	0/4	1/11	101/90

InceptionResNetV2 (ImageNet /随机)	预测
实际	Ara chloroptera	Cacatua galerita	Cacatua goffiniana	Psittacus erithacus
Ara chloroptera	103/85	0/7	1/2	1/11
Cacatua galerita	0/0	98/74	5/29	2/2
Cacatua goffiniana	0/4	8/19	95/72	2/10
Psittacus erithacus	8/5	0/4	1/4	96/92

InceptionV3 (ImageNet /随机)	预测
实际	Ara chloroptera	Cacatua galerita	Cacatua goffiniana	Psittacus erithacus
Ara chloroptera	100/99	0/1	3/1	2/4
Cacatua galerita	0/0	94/77	3/28	8/0
Cacatua goffiniana	1/2	8/10	97/89	0/4
Psittacus erithacus	8/6	0/1	0/2	97/96