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Table 5:
Results of the group D data set.
Non-GP MethodsGP-based Methods
SizeABoostM1KStarNBNBTreeNNgeSVMConven.Two-TierOne-ShotCompound
Faces 56.1 ± 8.2  61.2 ± 9.0  57.3 ± 7.6  61.7 ± 9.3  57.6 ± 9.0  57.7 ± 9.2  55.2 ± 2.7  55.9 ± 1.9  N/A 67.8 ± 10.0 
 55.4 ± 10.0↑⇑ 60.8 ± 9.2↑⇑ 64.9 ± 8.8 59.1 ± 11.6↑⇑ 61.4 ± 11.8↑⇑ 62.8 ± 12.3↑⇑ 57.6 ± 3.4↑⇑ 60.9 ± 2.9↑⇑ 67.6 ± 6.3 68.6 ± 9.7 
 57.6 ± 9.6 ↑⇑ 63.6 ± 9.0↑⇑ 67.4 ± 11.0  58.3 ± 11.4↑⇑ 64.2 ± 12.9↑⇑ 64.9 ± 12.3↑⇑ 58.6 ± 3.3↑⇑ 63.2 ± 2.7↑⇑ 68.1 ± 4.6 70.4 ± 5.2 
 63.3 ± 10.8↑⇑ 65.3 ± 8.5↑⇑ 71.3 ± 10.2 57.6 ± 10.7↑⇑ 64.8 ± 13.1↑⇑ 63.4 ± 16.0↑⇑ 59.6 ± 3.4↑⇑ 65.1 ± 2.6↑⇑ 68.1 ± 4.9 70.6 ± 5.4 
 64.5 ± 11.4↑⇑ 67.0 ± 8.2  73.2 ± 10.2 65.0 ± 10.8↑⇑ 66.2 ± 12.3↑⇑ 63.9 ± 12.1↑⇑ 60.7 ± 4.7↑⇑ 66.7 ± 2.5↑⇑ 68.6 ± 4.1 72.8 ± 2.5 
 66.9 ± 11.1↑⇑ 68.8 ± 7.6  73.6 ± 9.2 60.0 ± 11.2↑⇑ 68.2 ± 11.6  63.6 ± 11.5↑⇑ 61.5 ± 4.5↑⇑ 68.1 ± 2.0  69.3 ± 3.7 73.5 ± 2.3 
 66.3 ± 11.2↑⇑ 69.6 ± 7.5  75.4 ± 7.6 63.8 ± 9.2 ↑⇑ 69.0 ± 12.3  61.8 ± 12.5↑⇑ 61.7 ± 4.8↑⇑ 69.2 ± 1.3  69.4 ± 3.7 74.9 ± 2.6 
 68.6 ± 10.8  70.1 ± 7.3  76.9 ± 6.9↓⇓ 66.1 ± 9.3 ↑⇑ 70.4 ± 11.2  62.6 ± 12.8↑⇑ 61.9 ± 4.6↑⇑ 70.2 ± 1.7  70.0 ± 3.1 75.4 ± 2.1 
 69.8 ± 8.7  70.3 ± 7.1  77.2 ± 6.7↓⇓ 61.4 ± 8.9 ↑⇑ 71.8 ± 9.9 ↓⇑ 62.3 ± 10.8↑⇑ 62.0 ± 4.2↑⇑ 71.1 ± 1.6  70.4 ± 2.5 76.0 ± 1.7 
 10 72.2 ± 7.7 ↓⇑ 70.3 ± 6.9  77.5 ± 6.9↓⇓ 66.0 ± 9.5 ↑⇑ 73.2 ± 9.3 ↓⇑ 62.7 ± 9.7 ↑⇑ 62.6 ± 3.6↑⇑ 71.1 ± 1.7  70.8 ± 2.4 76.6 ± 1.3 
Non-GP MethodsGP-based Methods
SizeABoostM1KStarNBNBTreeNNgeSVMConven.Two-TierOne-ShotCompound
Faces 56.1 ± 8.2  61.2 ± 9.0  57.3 ± 7.6  61.7 ± 9.3  57.6 ± 9.0  57.7 ± 9.2  55.2 ± 2.7  55.9 ± 1.9  N/A 67.8 ± 10.0 
 55.4 ± 10.0↑⇑ 60.8 ± 9.2↑⇑ 64.9 ± 8.8 59.1 ± 11.6↑⇑ 61.4 ± 11.8↑⇑ 62.8 ± 12.3↑⇑ 57.6 ± 3.4↑⇑ 60.9 ± 2.9↑⇑ 67.6 ± 6.3 68.6 ± 9.7 
 57.6 ± 9.6 ↑⇑ 63.6 ± 9.0↑⇑ 67.4 ± 11.0  58.3 ± 11.4↑⇑ 64.2 ± 12.9↑⇑ 64.9 ± 12.3↑⇑ 58.6 ± 3.3↑⇑ 63.2 ± 2.7↑⇑ 68.1 ± 4.6 70.4 ± 5.2 
 63.3 ± 10.8↑⇑ 65.3 ± 8.5↑⇑ 71.3 ± 10.2 57.6 ± 10.7↑⇑ 64.8 ± 13.1↑⇑ 63.4 ± 16.0↑⇑ 59.6 ± 3.4↑⇑ 65.1 ± 2.6↑⇑ 68.1 ± 4.9 70.6 ± 5.4 
 64.5 ± 11.4↑⇑ 67.0 ± 8.2  73.2 ± 10.2 65.0 ± 10.8↑⇑ 66.2 ± 12.3↑⇑ 63.9 ± 12.1↑⇑ 60.7 ± 4.7↑⇑ 66.7 ± 2.5↑⇑ 68.6 ± 4.1 72.8 ± 2.5 
 66.9 ± 11.1↑⇑ 68.8 ± 7.6  73.6 ± 9.2 60.0 ± 11.2↑⇑ 68.2 ± 11.6  63.6 ± 11.5↑⇑ 61.5 ± 4.5↑⇑ 68.1 ± 2.0  69.3 ± 3.7 73.5 ± 2.3 
 66.3 ± 11.2↑⇑ 69.6 ± 7.5  75.4 ± 7.6 63.8 ± 9.2 ↑⇑ 69.0 ± 12.3  61.8 ± 12.5↑⇑ 61.7 ± 4.8↑⇑ 69.2 ± 1.3  69.4 ± 3.7 74.9 ± 2.6 
 68.6 ± 10.8  70.1 ± 7.3  76.9 ± 6.9↓⇓ 66.1 ± 9.3 ↑⇑ 70.4 ± 11.2  62.6 ± 12.8↑⇑ 61.9 ± 4.6↑⇑ 70.2 ± 1.7  70.0 ± 3.1 75.4 ± 2.1 
 69.8 ± 8.7  70.3 ± 7.1  77.2 ± 6.7↓⇓ 61.4 ± 8.9 ↑⇑ 71.8 ± 9.9 ↓⇑ 62.3 ± 10.8↑⇑ 62.0 ± 4.2↑⇑ 71.1 ± 1.6  70.4 ± 2.5 76.0 ± 1.7 
 10 72.2 ± 7.7 ↓⇑ 70.3 ± 6.9  77.5 ± 6.9↓⇓ 66.0 ± 9.5 ↑⇑ 73.2 ± 9.3 ↓⇑ 62.7 ± 9.7 ↑⇑ 62.6 ± 3.6↑⇑ 71.1 ± 1.7  70.8 ± 2.4 76.6 ± 1.3 
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