Few-shot Image Classification on miniImageNet Open-Ended 2-Way
69.8AccuracyLQAE (ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=5, Repeats=02023.02 | 69.8 | — | |
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=32023.02 | 68.7 | — | |
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=12023.02 | 68.5 | — | |
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=3, Repeats=02023.02 | 68.2 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✓, Inner Shots=3, Repeats=02023.02 | 66 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✓, Inner Shots=5, Repeats=02023.02 | 66 | — | |
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=52023.02 | 65.9 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✓, Inner Shots=1, Repeats=32023.02 | 65 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✓, Inner Shots=1, Repeats=52023.02 | 63.7 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✓, Inner Shots=1, Repeats=12023.02 | 63 | — | |
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=02023.02 | 35.2 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✓, Inner Shots=1, Repeats=02023.02 | 33.7 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✓, Inner Shots=1, Repeats=52023.02 | 19.8 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✓, Inner Shots=1, Repeats=32023.02 | 15.6 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=52023.02 | 15.6 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=5, Repeats=02023.02 | 14.5 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=3, Repeats=02023.02 | 13.8 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✓, Inner Shots=5, Repeats=02023.02 | 13.5 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✓, Inner Shots=1, Repeats=12023.02 | 12.8 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=32023.02 | 12.7 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✓, Inner Shots=3, Repeats=02023.02 | 11.4 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=12023.02 | 10.4 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✓, Inner Shots=1, Repeats=02023.02 | 8.9 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✓, Inner Shots=1, Repeats=02023.02 | 8.2 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✓, Inner Shots=5, Repeats=02023.02 | 6.5 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✓, Inner Shots=3, Repeats=02023.02 | 5.9 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✓, Inner Shots=1, Repeats=02023.02 | 5.2 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✓, Inner Shots=1, Repeats=52023.02 | 5.2 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✓, Inner Shots=1, Repeats=32023.02 | 4.8 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✓, Inner Shots=1, Repeats=12023.02 | 4.5 | — | |
| FrozenPre-training configuration=Image-text pretrain, Task Induction=✗, Inner Shots=1, Repeats=02023.02 | 1.7 | — | |
| LQAE (ours)Pre-training configuration=Image Pretrain, Task Induction=✗, Inner Shots=1, Repeats=02023.02 | 1.5 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text, Task Induction=✗, Inner Shots=1, Repeats=02023.02 | 0 | — | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune, Task Induction=✗, Inner Shots=1, Repeats=02023.02 | 0 | — | |
| untrained LQAEPre-training configuration=Image Pretrain, Task Induction=✗, Inner Shots=1, Repeats=02023.02 | 0 | — | |
| ASCII (64x64 img)Pre-training configuration=No image or text2023.02 | — | 4.59 | |
| FrozenPre-training configuration=Image-text pretrain2023.02 | — | 51.3 | |
| LQAE (ours)Pre-training configuration=Image Pretrain2023.02 | — | 53.97 | |
| MAE + LinearPre-training configuration=Image pretrain + Image-text finetune2023.02 | — | 11.71 | |
| untrained LQAEPre-training configuration=Image Pretrain2023.02 | — | 10.74 |