5-way 5-shot Classification on tiered-ImageNet (test)
86.51AccuracyUniSiam+dist
Evaluation Results
| Method | Links | |
|---|---|---|
| UniSiam+distBackbone=ResNet-50, Number of Parameters=23.5M, Input Size=224, MACs=4.1G, Supervision Type=unsup.2022.07 | 86.51 | |
| RFS+distBackbone=ResNet-12, Number of Parameters=8.0M, Input Size=84, MACs=3.5G, Supervision Type=sup.2022.07 | 86.03 | |
| Centroid AlignmentBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=sup.2022.07 | 85.97 | |
| UniSiamBackbone=ResNet-50, Number of Parameters=23.5M, Input Size=224, MACs=4.1G, Supervision Type=unsup.2022.07 | 85.82 | |
| UniSiam+distBackbone=ResNet-34, Number of Parameters=21.3M, Input Size=224, MACs=3.6G, Supervision Type=unsup.2022.07 | 85.7 | |
| BMLBackbone=ResNet-12, Number of Parameters=8.0M, Input Size=84, MACs=3.5G, Supervision Type=sup.2022.07 | 85.49 | |
| Robust+distBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=sup.2022.07 | 85.43 | |
| CC+RotBackbone=WRN-28-10, Number of Parameters=36.5M, Input Size=84, MACs=41G, Supervision Type=sup.+ssl2022.07 | 84.98 | |
| UniSiam+distBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup.2022.07 | 84.47 | |
| FEATBackbone=WRN-28-10, Number of Parameters=36.5M, Input Size=84, MACs=41G, Supervision Type=sup.2022.07 | 84.38 | |
| UniSiamBackbone=ResNet-34, Number of Parameters=21.3M, Input Size=224, MACs=3.6G, Supervision Type=unsup.2022.07 | 84.12 | |
| UniSiamBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup.2022.07 | 82.28 | |
| MetaOptNetBackbone=ResNet-12, Number of Parameters=8.0M, Input Size=84, MACs=3.5G, Supervision Type=sup.2022.07 | 81.56 | |
| LEOBackbone=WRN-28-10, Number of Parameters=36.5M, Input Size=84, MACs=41G, Supervision Type=sup.2022.07 | 81.44 | |
| SimSiamBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup., implementation=authors2022.07 | 81.4 | |
| SimCLRBackbone=ResNet-18, Number of Parameters=11.2M, Input Size=224, MACs=1.8G, Supervision Type=unsup., implementation=authors2022.07 | 79.17 | |
| OracleNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 66.14 | |
| TraNFS-3Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, Layers=32022.04 | 55.12 | |
| TraNFS-2Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, Layers=22022.04 | 54.82 | |
| Similarity weighted prototypes (Cosine)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=cosine2022.04 | 52.72 | |
| Similarity weighted prototypes (Absolute)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=absolute2022.04 | 52.4 | |
| Spatial median prototypes (Median)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 51.91 | |
| Similarity weighted prototypes (Euclidean)Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot, distance=euclidean2022.04 | 51.9 | |
| RNNPNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 50.91 | |
| Vanilla ProtoNetNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 50.85 | |
| Baseline++Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 50.69 | |
| Linear ClassifierNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 46.7 | |
| Matching NetworksNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 46.13 | |
| Nearest k = 5Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 42.17 | |
| MAMLNoise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 41.66 | |
| Nearest k = 3Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 39.7 | |
| Nearest k = 1Noise Proportion=40%, Noise Type=paired label swap, Shot-Way Configuration=5-way 5-shot2022.04 | 39.4 |