Image Classification on ImageNet-100-LT (test)
78Accuracy (Many)MAK
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MAKSampling dataset=IN900, Budget=20K, Protocol=linear separability2021.11 | 78 | 73.4 | 72.4 | 2.4 | 75.1 | |
| MAKSampling dataset=IN900, Budget=10K, Protocol=linear separability2021.11 | 76.1 | 70.8 | 69.3 | 3 | 72.7 | |
| randomSampling dataset=IN900, Budget=20K, Protocol=linear separability2021.11 | 75.7 | 71.8 | 69.6 | 2.6 | 73 | |
| MAKSampling dataset=IPM, Budget=10K, Protocol=linear separability2021.11 | 74.7 | 69.2 | 66.6 | 3.3 | 71.1 | |
| randomSampling dataset=IN900, Budget=10K, Protocol=linear separability2021.11 | 74.6 | 69.7 | 66.1 | 3.5 | 71.2 | |
| randomSampling dataset=IPM, Budget=10K, Protocol=linear separability2021.11 | 73.8 | 67.9 | 65.1 | 3.6 | 69.8 | |
| K-centerSampling dataset=IN900, Budget=10K, Protocol=linear separability2021.11 | 73.6 | 68.6 | 64.5 | 3.8 | 70 | |
| K-centerSampling dataset=IPM, Budget=10K, Protocol=linear separability2021.11 | 73 | 67.7 | 65.4 | 3.2 | 69.5 | |
| NoneSampling dataset=None, Protocol=linear separability2021.11 | 71.2 | 65.3 | 62.7 | 3.6 | 67.3 | |
| MAKSampling dataset=IN900, Budget=20K, Protocol=few-shot2021.11 | 59 | 52.9 | 50 | 3.8 | 54.9 | |
| MAKSampling dataset=IN900, Budget=10K, Protocol=few-shot2021.11 | 57.4 | 48.9 | 46.3 | 4.8 | 51.9 | |
| randomSampling dataset=IN900, Budget=20K, Protocol=few-shot2021.11 | 57.4 | 49.9 | 45.9 | 4.8 | 52.3 | |
| MAKSampling dataset=IPM, Budget=10K, Protocol=few-shot2021.11 | 56.8 | 45.1 | 42.6 | 6.2 | 49.3 | |
| randomSampling dataset=IN900, Budget=10K, Protocol=few-shot2021.11 | 56.6 | 48.6 | 43.7 | 5.3 | 51.1 | |
| randomSampling dataset=IPM, Budget=10K, Protocol=few-shot2021.11 | 55.5 | 45.8 | 38.9 | 6.9 | 48.7 | |
| K-centerSampling dataset=IN900, Budget=10K, Protocol=few-shot2021.11 | 55 | 45.8 | 39.1 | 6.5 | 48.5 | |
| K-centerSampling dataset=IPM, Budget=10K, Protocol=few-shot2021.11 | 54.2 | 45.6 | 38.4 | 6.5 | 48 | |
| NoneSampling dataset=None, Protocol=few-shot2021.11 | 52.6 | 40.5 | 32.5 | 8.3 | 44.2 |