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Image Classification on ILSVRC 2015 (val)

76.71Top-1 Acc (C_large)Learning like a Child
59.300463.820268.3472.8598Jun 12, 2017

Evaluation results

MethodLinks
Learning like a ChildD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=true2017.0676.7193.242.917.14
Learning like a ChildD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=true2017.0676.6893.1711.5437.68
Learning like a ChildD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=true2017.0676.559318.5650.7
Fine-Tuned ResNetD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=true2017.0676.2893.172.8213.3
Fine-Tuned ResNetD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=true2017.0676.2793.1310.3230.34
Fine-Tuned ResNetD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=true2017.0676.2593.0716.7639.92
Ours-phi2*D_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.0675.6392.9214.3233.84
Ours-phi2*D_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.0675.4492.7418.743.92
Ours-phi2*D_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.0675.3492.622.3249.76
Ours-phi2D_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.0674.1791.7921.5845.82
Ours-phi2D_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.0673.4391.1327.4455.86
Ours-phi2D_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.0672.9890.5931.261.44
Ours-phi1D_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.0672.5691.1219.8843.2
Ours-phi1D_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.0671.9490.6225.5452.98
Ours-phi1D_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.0671.5690.2128.7258.5
NN + CosineD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.0671.5491.21.725.86
NN + CosineD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.0671.5491.23.349.88
NN + CosineD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.0671.5491.24.5812.72
Triplet NetworkD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.0670.4790.611.264.94
Triplet NetworkD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.0670.4790.612.348.3
Triplet NetworkD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.0670.4790.613.2211.48
NN + CosineD_large percentage=10%, samples per category (D_few)=1, Fine-tuning=false2017.0667.6888.94.4213.36
NN + CosineD_large percentage=10%, samples per category (D_few)=2, Fine-tuning=false2017.0667.6688.897.619.94
NN + CosineD_large percentage=10%, samples per category (D_few)=3, Fine-tuning=false2017.0667.6588.889.8624.96
Triplet NetworkD_large percentage=10%, samples per category (D_few)=1, Fine-tuning=false2017.0666.6488.423.4811.4
Triplet NetworkD_large percentage=10%, samples per category (D_few)=2, Fine-tuning=false2017.0666.6388.416.117.46
Triplet NetworkD_large percentage=10%, samples per category (D_few)=3, Fine-tuning=false2017.0666.6288.48.5222.52
NN + CosineD_large percentage=1%, samples per category (D_few)=1, Fine-tuning=false2017.0661.1185.1110.4225.88
NN + CosineD_large percentage=1%, samples per category (D_few)=2, Fine-tuning=false2017.0661.0485.0415.1435.7
NN + CosineD_large percentage=1%, samples per category (D_few)=3, Fine-tuning=false2017.0660.9784.9518.6842.16
Triplet NetworkD_large percentage=1%, samples per category (D_few)=1, Fine-tuning=false2017.0660.0984.838.8422.24
Triplet NetworkD_large percentage=1%, samples per category (D_few)=2, Fine-tuning=false2017.0660.0284.7413.4232.38
Triplet NetworkD_large percentage=1%, samples per category (D_few)=3, Fine-tuning=false2017.0659.9784.6617.0838.06