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Table 1 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 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