Few-shot classification on CUB meta (test)
97.92AccuracyNAO-centroid
Evaluation results
| Method | Links | |
|---|---|---|
| NAO-centroidway=5-way, shots=5-shot2023.06 | 97.92 | |
| NAO-centroidFew-shot setting=5-way 5-shot2023.06 | 97.92 | |
| SeedSelectway=5-way, shots=5-shot2023.06 | 96.01 | |
| SeedSelectFew-shot setting=5-way 5-shot2023.06 | 96.01 | |
| SEGAway=5-way, shots=5-shot, multi-modal=true, labels as information=true2023.06 | 90.85 | |
| SEGAFew-shot setting=5-way 5-shot, multi-modal (class labels)=true2023.06 | 90.85 | |
| Stable Diffusionway=5-way, shots=5-shot, multi-modal=true, pre-trained on external datasets=true2023.06 | 90.61 | |
| Stable DiffusionFew-shot setting=5-way 5-shot, results from=[51], pre-trained on external datasets=true2023.06 | 90.61 | |
| Units-NTSMeta-Training Dataset=mini-ImageNet, Uncertainty Threshold=0.12022.03 | 88.82 | |
| DeepEMDway=5-way, shots=5-shot2023.06 | 88.69 | |
| DeepEMDFew-shot setting=5-way 5-shot2023.06 | 88.69 | |
| TriNetway=5-way, shots=5-shot2023.06 | 84.1 | |
| TriNetFew-shot setting=5-way 5-shot2023.06 | 84.1 | |
| FEATway=5-way, shots=5-shot2023.06 | 82.9 | |
| MultiSemway=5-way, shots=5-shot, multi-modal=true, labels as information=true2023.06 | 82.9 | |
| FEATFew-shot setting=5-way 5-shot2023.06 | 82.9 | |
| MultiSemFew-shot setting=5-way 5-shot, multi-modal (class labels)=true2023.06 | 82.9 | |
| Units-NTSMeta-Training Dataset=mini-ImageNet, Uncertainty Threshold=0.22022.03 | 80.01 | |
| Bayesian TAMLMeta-Training Dataset=mini-ImageNet2022.03 | 71.71 | |
| Units-NTSMeta-Training Dataset=mini-ImageNet2022.03 | 67.95 | |
| Meta-SGDMeta-Training Dataset=mini-ImageNet2022.03 | 65.94 | |
| MAMLMeta-Training Dataset=mini-ImageNet2022.03 | 65.77 | |
| sparse-MAML+Problem=5-shot, Meta-learning dataset=miniImageNet2021.10 | 62.02 | |
| fo-Proto-MAMLMeta-Training Dataset=mini-ImageNet2022.03 | 61.77 | |
| BOILProblem=5-shot, Meta-learning dataset=miniImageNet2021.10 | 60.92 | |
| sparse-MAMLProblem=5-shot, Meta-learning dataset=miniImageNet2021.10 | 60.58 | |
| sparse-ReLU-MAMLProblem=5-shot, Meta-learning dataset=miniImageNet2021.10 | 57.53 | |
| ANILProblem=5-shot, Meta-learning dataset=miniImageNet2021.10 | 55.82 | |
| MAMLProblem=5-shot, Meta-learning dataset=miniImageNet2021.10 | 53.09 | |
| BOILProblem=1-shot, Meta-learning dataset=miniImageNet2021.10 | 44.2 | |
| sparse-MAML+Problem=1-shot, Meta-learning dataset=miniImageNet2021.10 | 43.43 | |
| sparse-ReLU-MAMLProblem=1-shot, Meta-learning dataset=miniImageNet2021.10 | 42.89 | |
| sparse-MAMLProblem=1-shot, Meta-learning dataset=miniImageNet2021.10 | 41.37 | |
| ANILProblem=1-shot, Meta-learning dataset=miniImageNet2021.10 | 41.12 | |
| MAMLProblem=1-shot, Meta-learning dataset=miniImageNet2021.10 | 40.51 |