Table 1 The accuracy of the Tree-CNN and the original network on Caltech101, which includes CaffeNet, VGG16, and GoogLeNet
CaffeNet | VGG16 | GoogLeNet | ||||||
|---|---|---|---|---|---|---|---|---|
Class | Origin (%) | Tree (%) | Class | Origin (%) | Tree (%) | Class | Origin (%) | Tree (%) |
All | 92.30 | 92.90 | All | 88.30 | 92.40 | All | 95.00 | 96.50 |
Metronome | 83.30 | 100.00 | Elephant | 0.00 | 91.70 | Beaver | 44.40 | 88.90 |
Saxophone | 42.90 | 57.10 | Ketch | 18.20 | 86.40 | Crocodile_head | 70.00 | 100.00 |
Mayfly | 42.90 | 57.10 | Kangaroo | 52.90 | 88.20 | Saxophone | 71.40 | 100.00 |
Cannon | 75.00 | 87.50 | Octopus | 16.70 | 50.00 | Octopus | 83.30 | 100.00 |
Headphone | 75.00 | 87.50 | Strawberry | 66.70 | 100.00 | Binocular | 83.30 | 100.00 |
Beaver | 55.60 | 66.70 | Scorpion | 68.80 | 100.00 | Platypus | 83.30 | 100.00 |
Emu | 90.00 | 100.00 | Okapi | 57.10 | 85.70 | Brontosaurus | 87.50 | 100.00 |
Elephant | 91.70 | 100.00 | Water_lily | 28.60 | 57.10 | Anchor | 75.00 | 87.50 |
Soccer_ball | 75.00 | 83.30 | Lobster | 50.00 | 75.00 | Lobster | 87.50 | 100.00 |
Chair | 75.00 | 83.30 | Crayfish | 46.20 | 69.20 | Pigeon | 75.00 | 87.50 |
Llama | 60.00 | 66.70 | Tick | 44.40 | 66.70 | Bass | 90.00 | 100.00 |
Scorpion | 93.80 | 100.00 | Crocodile | 44.40 | 66.70 | Wheelchair | 90.90 | 100.00 |
Kangaroo | 82.40 | 88.20 | Beaver | 22.20 | 44.40 | Stegosaurus | 90.90 | 100.00 |
Chandelier | 95.20 | 100.00 | Ceiling_fan | 66.70 | 88.90 | Cup | 90.90 | 100.00 |
Watch | 93.60 | 95.70 | Crab | 35.70 | 57.10 | Elephant | 91.70 | 100.00 |