5-Shot 5-Way Classification on MiniImageNet (test)
73.94AccuracyTrainProto-FSL
Evaluation Results
| Method | Links | |
|---|---|---|
| TrainProto-FSLSupervision=unsupervised2021.06 | 73.94 | |
| FEAT‡Setup=Transductive, Backbone=ConvNet, Prediction Strategy=via Semi-ProtoNet2018.12 | 72.89 | |
| FEAT†Setup=Transductive, Backbone=ConvNet, Prediction Strategy=via ProtoNet2018.12 | 72.65 | |
| TEAMSetup=Transductive, Backbone=ConvNet2018.12 | 72.04 | |
| Semi-ProtoNet (Ours)Setup=Transductive, Backbone=ConvNet2018.12 | 71.76 | |
| FEATSetup=Standard, Backbone=ConvNet2018.12 | 71.61 | |
| ProtoNetSetup=Standard, Backbone=ConvNet2018.12 | 71.33 | |
| TPNSetup=Transductive, Backbone=ConvNet2018.12 | 69.86 | |
| CSSL-FSL_Image168Supervision=unsupervised2021.06 | 68.91 | |
| ProtoNetsSupervision=supervised2021.06 | 67.9 | |
| Semi-ProtoNetSetup=Transductive, Backbone=ConvNet2018.12 | 64.39 | |
| OracleNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 62.6 | |
| MAMLSupervision=supervised2021.06 | 60 | |
| ULDA-ProtoNetsSupervision=unsupervised2021.06 | 55.41 | |
| ULDA-MetaOptNetSupervision=unsupervised2021.06 | 54.49 | |
| CACTUS-MAMLSupervision=unsupervised2021.06 | 53.97 | |
| TraNFS-3Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, Layers=32022.04 | 53.96 | |
| CACTUS-ProtoNetsSupervision=unsupervised2021.06 | 53.36 | |
| UMTRASupervision=unsupervised2021.06 | 50.73 | |
| TraNFS-2Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, Layers=22022.04 | 50.63 | |
| Similarity weighted prototypes (Cosine)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=cosine2022.04 | 49.4 | |
| Similarity weighted prototypes (Absolute)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=absolute2022.04 | 49.38 | |
| AAL-MAML++Supervision=unsupervised2021.06 | 49.18 | |
| Spatial median prototypes (Median)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 48.81 | |
| Similarity weighted prototypes (Euclidean)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=euclidean2022.04 | 48.67 | |
| RNNPNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 47.88 | |
| Baseline++Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 47.82 | |
| Vanilla ProtoNetNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 47.77 | |
| UFLSTSupervision=unsupervised2021.06 | 45.03 | |
| Linear ClassifierNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 44.49 | |
| Matching NetworksNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 43.53 | |
| MAMLNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 40.67 | |
| Nearest k = 5Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 40.39 | |
| AAL-ProtoNetsSupervision=unsupervised2021.06 | 40.29 | |
| Nearest k = 1Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 37.97 | |
| Nearest k = 3Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 37.84 |