Low-shot Image Classification on ImageNet 1k (val)
86.3Top-5 AccuracyDiffusion + Logistic
Evaluation results
| Method | Links | |
|---|---|---|
| Diffusion + Logisticn=20, background=F100M, k=302017.06 | 86.3 | |
| Diffusion + Logisticn=20, background=F10M, k=302017.06 | 86.2 | |
| Logistic regressionn=202017.06 | 86 | |
| Hariharan et al.n=202017.06 | 85.2 | |
| Diffusion + Logisticn=10, background=F100M, k=302017.06 | 83.9 | |
| Diffusion + Logisticn=10, background=F10M, k=302017.06 | 83.6 | |
| Logistic regressionn=102017.06 | 83.4 | |
| Hariharan et al.n=102017.06 | 83.3 | |
| Diffusionn=20, background=F100M, k=302017.06 | 80.8 | |
| Hariharan et al.n=52017.06 | 80 | |
| Diffusionn=20, background=F10M, k=302017.06 | 80 | |
| Diffusion + Logisticn=5, background=F100M, k=302017.06 | 79.7 | |
| Diffusion + Logisticn=5, background=F10M, k=302017.06 | 79.4 | |
| Logistic regressionn=52017.06 | 79.1 | |
| Diffusionn=20, background=F1M, k=302017.06 | 79.1 | |
| Diffusionn=10, background=F100M, k=302017.06 | 78.5 | |
| Diffusionn=20, background=none, k=302017.06 | 78 | |
| Diffusionn=10, background=F10M, k=302017.06 | 77.4 | |
| Diffusionn=10, background=F1M, k=302017.06 | 76.2 | |
| Diffusionn=5, background=F100M, k=302017.06 | 75.2 | |
| Diffusionn=5, background=F10M, k=302017.06 | 74 | |
| Diffusionn=10, background=none, k=302017.06 | 73.9 | |
| Diffusionn=5, background=F1M, k=302017.06 | 72.5 | |
| Hariharan et al.n=22017.06 | 71.5 | |
| Diffusion + Logisticn=2, background=F100M, k=302017.06 | 71.1 | |
| Diffusion + Logisticn=2, background=F10M, k=302017.06 | 70.6 | |
| Diffusionn=2, background=F100M, k=302017.06 | 69.5 | |
| Diffusionn=5, background=none, k=302017.06 | 69 | |
| Logistic regressionn=22017.06 | 68.8 | |
| Diffusionn=2, background=F10M, k=302017.06 | 68.4 | |
| Diffusionn=2, background=F1M, k=302017.06 | 66.8 | |
| Diffusion + Logisticn=1, background=F100M, k=302017.06 | 64 | |
| Diffusionn=1, background=F100M, k=302017.06 | 63.6 | |
| Hariharan et al.n=12017.06 | 63.6 | |
| Diffusionn=2, background=none, k=302017.06 | 63.6 | |
| Diffusion + Logisticn=1, background=F10M, k=302017.06 | 63.3 | |
| Diffusionn=1, background=F10M, k=302017.06 | 62.7 | |
| Diffusionn=1, background=F1M, k=302017.06 | 61.4 | |
| Logistic regressionn=12017.06 | 60.4 | |
| Diffusionn=1, background=none, k=302017.06 | 58.5 |