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Table 16 CRL with CelebA Data (Balanced Accuracy) [118]

From: Survey on deep learning with class imbalance

  Attractive Mouth open Smiling Wear lipstick High cheekbones Male Heavy makeup Wavy hair Oval face Pointy nose Arched eyebrows Black hair Big lips Big nose Young Straight hair Brown hair Bags under eyes Wear earings No beard Bangs
Imbalance (1:x) 1 1 1 1 1 1 2 2 3 3 3 3 3 3 4 4 4 4 4 5 6
Triplet-kNN 83 92 92 91 86 91 88 77 61 61 73 82 55 68 75 63 76 63 69 82 81
PANDA 85 93 98 97 89 99 95 78 66 67 77 84 56 72 78 66 85 67 77 87 92
ANet 87 96 97 95 89 99 96 81 67 69 76 90 57 78 84 69 83 70 83 93 90
DeepID2 78 89 89 92 84 94 88 73 63 66 77 83 62 73 76 65 79 74 75 88 91
Over-sampling 77 89 90 92 84 95 87 70 63 67 79 84 61 73 75 66 82 73 76 88 90
Down-sampling 78 87 90 91 80 90 89 70 58 63 70 80 61 76 80 61 76 71 70 88 88
Cost-sensitive 78 89 90 91 85 93 89 75 64 65 78 85 61 74 75 67 84 74 76 88 90
Threshold-Adj 69 89 88 89 83 95 89 77 72 72 76 86 66 76 24 73 81 76 76 15 93
LMLE-kNN 88 96 99 99 92 99 98 83 68 72 79 92 60 80 87 73 87 73 83 96 98
CRL 81 94 92 95 87 98 90 79 66 71 80 88 67 77 83 72 84 79 84 93 95
  Blond hair Bushy eyebrows Wear necklace Narrow eyes 5 o’clock shadow Receding hairline Wear necktie Eyeglasses Rosy cheeks Goatee Chubby Sideburns Blurry Wear hat Double chin Pale skin Gray hair Mustache Bald Mean  
Imbalance (1:x) 6 6 7 8 8 11 13 14 14 15 16 17 18 19 20 22 23 24 43   
Triplet-kNN 81 68 50 47 66 60 73 82 64 73 64 71 43 84 60 63 72 57 75 72  
PANDA 91 74 51 51 76 67 85 88 68 84 65 81 50 90 64 69 79 63 74 77  
ANet 90 82 59 57 81 70 79 95 76 86 70 79 56 90 68 77 85 61 73 80  
DeepID2 90 78 70 64 85 81 83 92 86 90 81 89 74 90 83 81 90 88 93 81  
Over-sampling 90 80 71 65 85 82 79 91 90 89 83 90 76 89 84 82 90 90 92 82  
Down-sampling 85 75 66 61 82 79 80 85 82 85 78 80 68 90 80 78 88 60 79 78  
Cost-sensitive 89 79 71 65 84 81 82 91 92 86 82 90 76 90 84 80 90 88 93 82  
Threshold-Adj 92 84 62 71 82 83 76 95 82 89 81 89 78 95 83 85 91 86 93 79  
LMLE-kNN 99 82 59 59 82 76 90 98 78 95 79 88 59 99 74 80 91 73 90 84  
CRL 95 84 73 73 89 88 87 99 90 95 87 95 86 99 89 92 96 93 99 87  
  1. Bold-italic and italic scores indicate best and second best class scores, respectively