Research Article

A Benchmarking of Learning Strategies for Pest Detection and Identification on Tomato Plants for Autonomous Scouting Robots Using Internal Databases

Table 8

Disease identification rate.

ā€‰MLP
0.5
MLP
0.75
KNN
0.5
KNN
0.75
SSD
0.5
SSD
0.75
RCNN
0.5
RCNN
0.75
GROUND
TRUTH

Bemisia tabaci insect success rate0,00%
(0)
0,00%
(0)
6,90%
(2)
6,90%
(2)
55,17%
(16)
51,72%
(15)
75,86%
(22)
65,52%
(19)
100% (29)

Egg success rate100,00%
(13)
100,00%
(13)
100,00%
(13)
100,00%
(13)
15,38%
(2)
15,38%
(2)
7,69%
(1)
7,69%
(1)
100% (13)

Trialeurodes vaporariorum success rate0,00%
(0)
0,00%
(0)
0,00%
(0)
0,00%
(0)
52,17%
(24)
45,65%
(21)
41,30%
(19)
41,30%
(19)
100% (46)

Healthy success rate33,87%
(21)
35,48%
(22)
35,48%
(22)
35,48%
(22)
61,29%
(38)
66,13%
(41)
54,84%
(34)
85,48%
(53)
100% (62)