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Table 2 The accuracy of the Tree-CNN and the original network on Caltech101, which includes CaffeNet, VGG16, and GoogLeNet

From: Tree-CNN: from generalization to specialization

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