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Table 13 LMLE CelebA facial attribute recognition (Balanced Accuracy) [22]

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 level 1 2 2 3 5 8 11 18 22 22 23 26 26 27 28 29 30 30 31 33 35
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
LMLE-kNN 88 96 99 99 92 99 98 83 68 72 79 92 60 80 87 73 87 73 83 96 98
  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 Average  
Imbalance level 35 36 38 38 39 42 43 44 44 44 44 44 45 45 45 46 46 46 48   
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  
LMLE-kNN 99 82 59 59 82 76 90 98 78 95 79 88 59 99 74 80 91 73 90 84