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Table 3:
Results of the group B data set.
Non-GP MethodsGP-based Methods
SizeABoostM1KStarNBNBTreeNNgeSVMConven.Two-TierOne-ShotCompound
Textures-5 70.3 ± 24.6  66.2 ± 10.7  67.9 ± 11.8  63.7 ± 12.5  64.9 ± 20.1  64.9 ± 20.1  58.5 ± 5.0  49.8 ± 1.0  N/A 91.4 ± 14.3 
 73.4 ± 17.3↑⇑ 71.5 ± 12.4↑⇑ 71.5 ± 13.5↑⇑ 69.8 ± 14.6↑⇑ 73.4 ± 14.8↑⇑ 69.0 ± 16.1↑⇑ 55.9 ± 6.8↑⇑ 51.1 ± 1.6↑⇑ 91.3 ± 8.8 91.6 ± 13.1 
 73.5 ± 15.1↑⇑ 72.0 ± 14.2↑⇑ 81.5 ± 10.3↑⇑ 62.8 ± 15.7↑⇑ 77.0 ± 13.1↑⇑ 69.1 ± 18.1↑⇑ 54.5 ± 6.4↑⇑ 51.9 ± 1.7↑⇑ 91.4 ± 8.2 91.2 ± 12.2 
 74.9 ± 15.4↑⇑ 72.3 ± 14.3↑⇑ 83.9 ± 9.2 ↑⇑ 62.0 ± 16.0↑⇑ 76.0 ± 13.2↑⇑ 69.7 ± 17.8↑⇑ 54.9 ± 6.8↑⇑ 52.2 ± 1.6↑⇑ 91.3 ± 7.6 90.7 ± 11.7 
 76.7 ± 16.2↑⇑ 72.4 ± 14.0↑⇑ 85.1 ± 7.8 ↑⇑ 69.2 ± 17.2↑⇑ 76.2 ± 12.5↑⇑ 70.6 ± 17.4↑⇑ 55.3 ± 6.6↑⇑ 52.0 ± 2.2↑⇑ 91.4 ± 7.1 91.8 ± 10.6 
 76.8 ± 15.4↑⇑ 72.8 ± 13.1↑⇑ 85.2 ± 8.2 ↑⇑ 69.2 ± 17.9↑⇑ 77.6 ± 13.2↑⇑ 71.5 ± 17.7↑⇑ 54.8 ± 6.2↑⇑ 52.5 ± 2.5↑⇑ 92.3 ± 6.7 91.9 ± 10.6 
 76.6 ± 15.4↑⇑ 74.3 ± 13.1↑⇑ 87.0 ± 6.5 ↑⇑ 73.7 ± 17.0↑⇑ 82.9 ± 7.9 ↑⇑ 73.7 ± 16.9↑⇑ 54.0 ± 6.8↑⇑ 53.1 ± 2.2↑⇑ 92.7 ± 6.2 92.5 ± 9.9 
 77.2 ± 16.0↑⇑ 75.4 ± 12.1↑⇑ 87.2 ± 6.2 ↑⇑ 76.0 ± 16.7↑⇑ 84.3 ± 8.0 ↑⇑ 74.6 ± 17.2↑⇑ 52.9 ± 6.8↑⇑ 53.2 ± 2.1↑⇑ 93.2 ± 6.3 93.1 ± 9.2 
 77.7 ± 16.3↑⇑ 77.3 ± 11.6↑⇑ 87.9 ± 4.3 ↑⇑ 75.4 ± 17.3↑⇑ 85.2 ± 7.9 ↑⇑ 75.9 ± 16.3↑⇑ 53.0 ± 6.8↑⇑ 53.2 ± 2.1↑⇑ 93.6 ± 5.3 93.5 ± 8.5 
 10 77.7 ± 15.3↑⇑ 77.6 ± 11.2↑⇑ 88.5 ± 4.5 ↑⇑ 78.2 ± 15.2↑⇑ 85.4 ± 8.0 ↑⇑ 77.6 ± 14.9↑⇑ 52.0 ± 6.7↑⇑ 53.3 ± 2.3↑⇑ 94.0 ± 4.7 94.1 ± 7.9 
Non-GP MethodsGP-based Methods
SizeABoostM1KStarNBNBTreeNNgeSVMConven.Two-TierOne-ShotCompound
Textures-5 70.3 ± 24.6  66.2 ± 10.7  67.9 ± 11.8  63.7 ± 12.5  64.9 ± 20.1  64.9 ± 20.1  58.5 ± 5.0  49.8 ± 1.0  N/A 91.4 ± 14.3 
 73.4 ± 17.3↑⇑ 71.5 ± 12.4↑⇑ 71.5 ± 13.5↑⇑ 69.8 ± 14.6↑⇑ 73.4 ± 14.8↑⇑ 69.0 ± 16.1↑⇑ 55.9 ± 6.8↑⇑ 51.1 ± 1.6↑⇑ 91.3 ± 8.8 91.6 ± 13.1 
 73.5 ± 15.1↑⇑ 72.0 ± 14.2↑⇑ 81.5 ± 10.3↑⇑ 62.8 ± 15.7↑⇑ 77.0 ± 13.1↑⇑ 69.1 ± 18.1↑⇑ 54.5 ± 6.4↑⇑ 51.9 ± 1.7↑⇑ 91.4 ± 8.2 91.2 ± 12.2 
 74.9 ± 15.4↑⇑ 72.3 ± 14.3↑⇑ 83.9 ± 9.2 ↑⇑ 62.0 ± 16.0↑⇑ 76.0 ± 13.2↑⇑ 69.7 ± 17.8↑⇑ 54.9 ± 6.8↑⇑ 52.2 ± 1.6↑⇑ 91.3 ± 7.6 90.7 ± 11.7 
 76.7 ± 16.2↑⇑ 72.4 ± 14.0↑⇑ 85.1 ± 7.8 ↑⇑ 69.2 ± 17.2↑⇑ 76.2 ± 12.5↑⇑ 70.6 ± 17.4↑⇑ 55.3 ± 6.6↑⇑ 52.0 ± 2.2↑⇑ 91.4 ± 7.1 91.8 ± 10.6 
 76.8 ± 15.4↑⇑ 72.8 ± 13.1↑⇑ 85.2 ± 8.2 ↑⇑ 69.2 ± 17.9↑⇑ 77.6 ± 13.2↑⇑ 71.5 ± 17.7↑⇑ 54.8 ± 6.2↑⇑ 52.5 ± 2.5↑⇑ 92.3 ± 6.7 91.9 ± 10.6 
 76.6 ± 15.4↑⇑ 74.3 ± 13.1↑⇑ 87.0 ± 6.5 ↑⇑ 73.7 ± 17.0↑⇑ 82.9 ± 7.9 ↑⇑ 73.7 ± 16.9↑⇑ 54.0 ± 6.8↑⇑ 53.1 ± 2.2↑⇑ 92.7 ± 6.2 92.5 ± 9.9 
 77.2 ± 16.0↑⇑ 75.4 ± 12.1↑⇑ 87.2 ± 6.2 ↑⇑ 76.0 ± 16.7↑⇑ 84.3 ± 8.0 ↑⇑ 74.6 ± 17.2↑⇑ 52.9 ± 6.8↑⇑ 53.2 ± 2.1↑⇑ 93.2 ± 6.3 93.1 ± 9.2 
 77.7 ± 16.3↑⇑ 77.3 ± 11.6↑⇑ 87.9 ± 4.3 ↑⇑ 75.4 ± 17.3↑⇑ 85.2 ± 7.9 ↑⇑ 75.9 ± 16.3↑⇑ 53.0 ± 6.8↑⇑ 53.2 ± 2.1↑⇑ 93.6 ± 5.3 93.5 ± 8.5 
 10 77.7 ± 15.3↑⇑ 77.6 ± 11.2↑⇑ 88.5 ± 4.5 ↑⇑ 78.2 ± 15.2↑⇑ 85.4 ± 8.0 ↑⇑ 77.6 ± 14.9↑⇑ 52.0 ± 6.7↑⇑ 53.3 ± 2.3↑⇑ 94.0 ± 4.7 94.1 ± 7.9 
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