Image Classification on ILSVRC 2015 (val)
76.71Top-1 Acc (C_large)Learning like a Child
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Learning like a ChildD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=true2017.06 | 76.71 | 93.24 | 2.9 | 17.14 | |
| Learning like a ChildD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=true2017.06 | 76.68 | 93.17 | 11.54 | 37.68 | |
| Learning like a ChildD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=true2017.06 | 76.55 | 93 | 18.56 | 50.7 | |
| Fine-Tuned ResNetD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=true2017.06 | 76.28 | 93.17 | 2.82 | 13.3 | |
| Fine-Tuned ResNetD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=true2017.06 | 76.27 | 93.13 | 10.32 | 30.34 | |
| Fine-Tuned ResNetD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=true2017.06 | 76.25 | 93.07 | 16.76 | 39.92 | |
| Ours-phi2*D_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 75.63 | 92.92 | 14.32 | 33.84 | |
| Ours-phi2*D_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 75.44 | 92.74 | 18.7 | 43.92 | |
| Ours-phi2*D_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 75.34 | 92.6 | 22.32 | 49.76 | |
| Ours-phi2D_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 74.17 | 91.79 | 21.58 | 45.82 | |
| Ours-phi2D_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 73.43 | 91.13 | 27.44 | 55.86 | |
| Ours-phi2D_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 72.98 | 90.59 | 31.2 | 61.44 | |
| Ours-phi1D_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 72.56 | 91.12 | 19.88 | 43.2 | |
| Ours-phi1D_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 71.94 | 90.62 | 25.54 | 52.98 | |
| Ours-phi1D_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 71.56 | 90.21 | 28.72 | 58.5 | |
| NN + CosineD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 71.54 | 91.2 | 1.72 | 5.86 | |
| NN + CosineD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 71.54 | 91.2 | 3.34 | 9.88 | |
| NN + CosineD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 71.54 | 91.2 | 4.58 | 12.72 | |
| Triplet NetworkD_large percentage=100%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 70.47 | 90.61 | 1.26 | 4.94 | |
| Triplet NetworkD_large percentage=100%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 70.47 | 90.61 | 2.34 | 8.3 | |
| Triplet NetworkD_large percentage=100%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 70.47 | 90.61 | 3.22 | 11.48 | |
| NN + CosineD_large percentage=10%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 67.68 | 88.9 | 4.42 | 13.36 | |
| NN + CosineD_large percentage=10%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 67.66 | 88.89 | 7.6 | 19.94 | |
| NN + CosineD_large percentage=10%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 67.65 | 88.88 | 9.86 | 24.96 | |
| Triplet NetworkD_large percentage=10%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 66.64 | 88.42 | 3.48 | 11.4 | |
| Triplet NetworkD_large percentage=10%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 66.63 | 88.41 | 6.1 | 17.46 | |
| Triplet NetworkD_large percentage=10%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 66.62 | 88.4 | 8.52 | 22.52 | |
| NN + CosineD_large percentage=1%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 61.11 | 85.11 | 10.42 | 25.88 | |
| NN + CosineD_large percentage=1%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 61.04 | 85.04 | 15.14 | 35.7 | |
| NN + CosineD_large percentage=1%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 60.97 | 84.95 | 18.68 | 42.16 | |
| Triplet NetworkD_large percentage=1%, samples per category (D_few)=1, Fine-tuning=false2017.06 | 60.09 | 84.83 | 8.84 | 22.24 | |
| Triplet NetworkD_large percentage=1%, samples per category (D_few)=2, Fine-tuning=false2017.06 | 60.02 | 84.74 | 13.42 | 32.38 | |
| Triplet NetworkD_large percentage=1%, samples per category (D_few)=3, Fine-tuning=false2017.06 | 59.97 | 84.66 | 17.08 | 38.06 |