5-way Few-shot Image Classification on CUB-200 2011 (meta-test)
50.621-shot AccSOSN + ArL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SOSN + ArLLearning Protocol=Supervised2020.01 | 50.62 | 65.87 | |
| SoSN - RL(att.)Learning Protocol=Supervised2020.01 | 49.24 | 64.04 | |
| SOSN - AL(att.)Learning Protocol=Supervised2020.01 | 48.85 | 63.64 | |
| SOSN - AL(cls.)Learning Protocol=Supervised2020.01 | 46.88 | 60.9 | |
| SOSNLearning Protocol=Supervised2020.01 | 46.72 | 60.34 | |
| SOSN - RL(cls.)Learning Protocol=Supervised2020.01 | 46.72 | 60.34 | |
| RN + ArLLearning Protocol=Supervised2020.01 | 44.53 | 58.76 | |
| RNLearning Protocol=Supervised2020.01 | 40.56 | 53.91 | |
| U-SOSN + ArLLearning Protocol=Unsupervised2020.01 | 37.93 | 51.55 | |
| TDFML-ProtoNet (+mixup)Base Learner=ProtoNet, Augmentation=mixup2023.11 | 37.93 | 49.54 | |
| TDFML-ProtoNetBase Learner=ProtoNet2023.11 | 37.47 | 48.68 | |
| PNLearning Protocol=Supervised2020.01 | 37.42 | 51.57 | |
| U-SOSNLearning Protocol=Unsupervised2020.01 | 36.89 | 45.81 | |
| TDFML-ANILBase Learner=ANIL2023.11 | 35.65 | 47.24 | |
| PURER-ProtoNetBase Learner=ProtoNet2023.11 | 31.62 | 45.36 | |
| U-PN + ArLLearning Protocol=Unsupervised2020.01 | 31.58 | 39.95 | |
| PURER-ANILBase Learner=ANIL2023.11 | 31.29 | 43.34 | |
| U-RN + ArLLearning Protocol=Unsupervised2020.01 | 31.27 | 38.41 | |
| U-PNLearning Protocol=Unsupervised2020.01 | 29.87 | 37.13 | |
| U-RNLearning Protocol=Unsupervised2020.01 | 29.36 | 36.36 | |
| DFL2L2023.11 | 28.33 | 31.24 | |
| BIGAN(knn)Learning Protocol=Unsupervised2020.01 | 28.02 | 30.17 | |
| RANDOM2023.11 | 26.26 | 29.89 | |
| AVERAGE2023.11 | 24.53 | 28 |