Table 2 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 | 71.00 | 74.50 | All | 64.40 | 69.50 | All | 80.40 | 82.60 |
Iguana | 38.10 | 76.20 | Revolver-101 | 5.30 | 84.20 | Jesus Christ | 41.20 | 76.50 |
Giraffe | 68.80 | 93.80 | Duck | 11.80 | 88.20 | Snail | 56.50 | 82.60 |
Lathe | 50.00 | 75.00 | Touring-bike | 9.50 | 85.70 | Traffic-light | 57.90 | 78.90 |
Cormorant | 52.40 | 76.20 | Homer-simpson | 0.00 | 63.20 | Fire-hydrant | 63.20 | 84.20 |
Syringe | 40.90 | 63.60 | Light-house | 29.70 | 91.90 | Screwdriver | 45.00 | 65.00 |
Toaster | 61.10 | 83.30 | Chopsticks | 6.20 | 62.50 | Sword | 50.00 | 70.00 |
Frog | 34.80 | 56.50 | Beer-mug | 0.00 | 55.60 | Bear | 55.00 | 75.00 |
Yo-yo | 36.80 | 57.90 | Comet | 0.00 | 54.20 | Eyeglasses | 62.50 | 81.20 |
Sushi | 47.40 | 68.40 | Dog | 31.60 | 84.20 | Drinking-straw | 18.80 | 37.50 |
Unicorn | 36.80 | 57.90 | Goldfish | 27.80 | 77.80 | Hot-dog | 43.80 | 62.50 |
Porcupine | 75.00 | 95.00 | Crab-101 | 12.50 | 62.50 | Sneaker | 54.50 | 72.70 |
Elephant-101 | 73.10 | 92.30 | Speed-boat | 5.30 | 52.60 | Basketball-hoop | 70.60 | 88.20 |
Toad | 71.40 | 90.50 | Kangaroo-101 | 43.80 | 87.50 | Xylophone | 50.00 | 66.70 |
Gas-pump | 44.40 | 61.10 | Gorilla | 40.50 | 83.30 | Greyhound | 61.10 | 77.80 |
Tambourine | 61.10 | 77.80 | Frisbee | 10.50 | 52.60 | Picnic-table | 61.10 | 77.80 |