| title | layout |
|---|---|
miniImageNet |
leaderboard |
| Method | Venue | Year | Backbone | Setting | 1-shot | 5-shot | Code | Reported by |
|---|---|---|---|---|---|---|---|---|
| BaseTransformers | BMVC | 2022 | 4CONV | Inductive | 59.37 ± 0.19 | 73.40 ± 0.18 | [PyTorch] | [Source] |
| BaseTransformers | BMVC | 2022 | ResNet-12 | Inductive | 70.88 ± 0.17 | 82.37 ± 0.19 | [PyTorch] | [Source] |
| FewTURE | NeurIPS | 2022 | Swin-Tiny | Inductive | 72.40 ± 0.78 | 86.38 ± 0.49 | [PyTorch] | [Source] |
| FewTURE | NeurIPS | 2022 | ViT-Small | Inductive | 68.02 ± 0.88 | 84.51 ± 0.53 | [PyTorch] | [Source] |
| UniSiam (Unsupervised) | ECCV | 2022 | ResNet-18 | Inductive | 64.10 ± 0.36 | 82.26 ± 0.25 | [PyTorch] | [Source] |
| UniSiam (Unsupervised) | ECCV | 2022 | ResNet-34 | Inductive | 65.55 ± 0.36 | 83.40 ± 0.24 | [PyTorch] | [Source] |
| HCTransformers | CVPR | 2022 | ViT-S | Inductive | 74.74 ± 0.17 | 89.19 ± 0.13 | [PyTorch] | [Source] |
| Meta DeepBDC | CVPR | 2022 | ResNet-12 | Inductive | 67.34 ± 0.43 | 84.46 ± 0.28 | [PyTorch] | [Source] |
| STL DeepBDC | CVPR | 2022 | ResNet-12 | Inductive | 67.83 ± 0.43 | 85.45 ± 0.29 | [PyTorch] | [Source] |
| MCL | CVPR | 2022 | ResNet-12 | Inductive | 67.51 ± 0.20 | 83.99 ± 0.20 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 3xResNet012 | Transductive | 84.04 ± 0.23 | 89.14 ± 0.11 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 2xResNet-12(1/√2) | Transductive | 82.31 ± 0.24 | 88.57 ± 0.12 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 3xResNet-12 | Inductive | 71.75 ± 0.19 | 87.15 ± 0.12 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 2xResNet-12(1/√2) | Inductive | 70.63 ± 0.20 | 86.28 ± 0.12 | [PyTorch] | [Source] |
| GNN + FT | ICLR | 2020 | ResNet-10 | Inductive | 66.32 ± 0.80 | 81.98 ± 0.55 | [PyTorch] | [Source] |
| MetaOptNet | CVPR | 2019 | ResNet-12 | Inductive | 62.64 ± 0.61 | 78.63 ± 0.46 | [PyTorch] | [Source] |
| MTL | CVPR | 2019 | ResNet-12 | Inductive | 61.2 ± 1.8 | 75.5 ± 0.8 | [PyTorch] | [Source] |
| TADAM | NeurIPS | 2018 | ResNet-12 | Inductive | 58.5 ± 0.3 | 76.7 ± 0.3 | [TensorFlow] | [Source] |
| MAML | ICML | 2017 | 4CONV | Inductive | 48.70 ± 1.75 | 63.11 ± 0.92 | [TensorFlow] | [Source] |
| LEO | ICLR | 2019 | WRN-28-10 | Inductive | 61.76 ± 0.08 | 77.59 ± 0.12 | [TensorFlow] | [Source] |
| ProtoNets | NeurIPS | 2017 | 4CONV | Inductive | 49.42 ± 0.78 | 68.20 ± 0.66 | [PyTorch] | [Source] |
| MatchingNets | NeurIPS | 2016 | 4CONV | Inductive | 43.56 ± 0.84 | 55.31 ± 0.73 | [TensorFlow] | [Source] |
| RelationNets | CVPR | 2018 | 4CONV | Inductive | 50.44 ± 0.82 | 65.32 ± 0.70 | [PyTorch] | [Source] |
| TPN | ICLR | 2019 | 4CONV | Transductive | 55.51 ± 0.86 | 69.86 ± 0.65 | [TensorFlow] | [Source] |
| AdaResNet | ICML | 2018 | ResNet-12 | Inductive | 56.88 ± 0.62 | 71.94 ± 0.57 | None | [Source] |
| DeepEMD | CVPR | 2020 | ResNet-12 | Inductive | 65.91 ± 0.82 | 82.41 ± 0.56 | [PyTorch] | [Source] |
| ProtoNets | NeurIPS | 2017 | ResNet-12 | Inductive | 60.37 ± 0.83 | 78.02 ± 0.57 | [PyTorch] | [Source] |
| MatchingNets | NeurIPS | 2016 | ResNet-12 | Inductive | 63.08 ± 0.80 | 75.99 ± 0.60 | [TensorFlow] | [Source] |
| CTM | CVPR | 2019 | ResNet-18 | Inductive | 64.12 ± 0.82 | 80.51 ± 0.13 | [PyTorch] | [Source] |
| wDAE-GNN | CVPR | 2019 | WRN-28-10 | Inductive | 61.07 ± 0.15 | 76.75 ± 0.11 | [PyTorch] | [Source] |
| PPA | CVPR | 2018 | WRN-28-10 | Inductive | 59.60 ± 0.41 | 73.74 ± 0.19 | None | [Source] |
| CAN | NeurIPS | 2019 | ResNet-12 | Inductive | 63.85 ± 0.48 | 79.44 ± 0.34 | [PyTorch] | [Source] |
| CAN+T | NeurIPS | 2019 | ResNet-12 | Transductive | 67.19 ± 0.55 | 80.64 ± 0.35 | [PyTorch] | [Source] |
| FEAT | CVPR | 2020 | ResNet-12 | Inductive | 66.78 ± 0.20 | 82.05 ± 0.14 | [PyTorch] | [Source] |
| FEAT | CVPR | 2020 | 4CONV | Inductive | 55.15 ± 0.20 | 71.61 ± 0.16 | [PyTorch] | [Source] |
| FEAT | CVPR | 2020 | WRN-28-10 | Inductive | 65.10 ± 0.20 | 81.11 ± 0.14 | [PyTorch] | [Source] |
| Dhillon et al. | ICLR | 2020 | WRN-28-10 | Transductive | 65.73 ± 0.68 | 78.40 ± 0.52 | None | [Source] |
| SIB | ICLR | 2020 | WRN-28-10 | Transductive | 70.0 ± 0.6 | 79.2 ± 0.4 | [PyTorch] | [Source] |
| SIB | ICLR | 2020 | 4CONV | Transductive | 63.26 ± 1.07 | 75.73 ± 0.71 | [PyTorch] | [Source] |
| KTN | ICCV | 2019 | 4CONV | Inductive | 64.42 ± 0.72 | 74.16 ± 0.56 | None | [Source] |
| Ravichandran et al. | ICCV | 2019 | 4CONV | Inductive | 49.07 ± 0.43 | 65.73 ± 0.36 | None | [Source] |
| Ravichandran et al. | ICCV | 2019 | ResNet-12 | Inductive | 60.71 | 77.64 | None | [Source] |
| Variational method | ICCV | 2019 | ResNet-12 | Inductive | 61.23 ± 0.26 | 77.69 ± 0.17 | None | [Source] |
| Variational method | ICCV | 2019 | 4CONV | Inductive | 57.15 ± 0.31 | 71.54 ± 0.23 | None | [Source] |
| TEAM | ICCV | 2019 | 4CONV | Transductive | 56.57 | 72.04 | None | [Source] |
| TEAM | ICCV | 2019 | ResNet-12 | Transductive | 60.07 | 75.90 | None | [Source] |
| Robust 20-dist++ | ICCV | 2019 | ResNet-12 | Inductive | 63.73 ± 0.62 | 81.19 ± 0.43 | [PyTorch] | [Source] |
| DeepEMD v2 | TPAMI | 2022 | ResNet-12 | Inductive | 68.77 ± 0.29 | 84.13 ± 0.53 | [PyTorch] | [Source] |
| E3BM | ECCV | 2020 | ResNet-12 | Inductive | 63.8 ± 0.4 | 80.1 ± 0.3 | [PyTorch] | [Source] |
| E3BM | ECCV | 2020 | WRN-28-10 | Transductive | 71.4 ± 0.5 | 81.2 ± 0.4 | [PyTorch] | [Source] |
| LST | NeurIPS | 2019 | ResNet-12 | Semi-supervised | 70.1 ± 1.9 | 78.7 ± 0.8 | [TensorFlow] | [Source] |
| AM3 | NeurIPS | 2019 | ResNet-12 | Inductive | 65.30 ± 0.49 | 78.10 ± 0.36 | [TensorFlow] | [Source] |
| DSN-MR | CVPR | 2020 | ResNet-12 | Transductive | 64.60 ± 0.72 | 79.51 ± 0.50 | [PyTorch] | [Source] |
| DPGN | CVPR | 2020 | ResNet-12 | Transductive | 67.77 ± 0.32 | 84.60 ± 0.43 | [PyTorch] | [Source] |
| DPGN | CVPR | 2020 | 4CONV | Transductive | 66.01 ± 0.36 | 82.83 ± 0.41 | [PyTorch] | [Source] |
| AFHN | CVPR | 2020 | ResNet-18 | Inductive | 62.38 ± 0.72 | 78.16 ± 0.56 | None | [Source] |
| ICI | CVPR | 2020 | ResNet-12 | Transductive | 66.80 | 79.26 | [PyTorch] | [Source] |
| ICI | CVPR | 2020 | ResNet-12 | Semi-supervised | 69.66 | 80.11 | [PyTorch] | [Source] |
| ICI v2 | TPMAI | 2021 | ResNet-12 | Semi-supervised | 73.12 ± 0.65 | 83.28 ± 0.37 | [PyTorch] | [Source] |
| ICI v2 | TPMAI | 2021 | ResNet-12 | Transductive | 72.39 ± 0.62 | 83.27 ± 0.33 | [PyTorch] | [Source] |
| TransMatch | CVPR | 2020 | WRN-28-10 | Semi-supervised | 63.02 ± 1.07 | 82.24 ± 0.59 | None | [Source] |
| ∆-encoder | NeurIPS | 2018 | ResNet-18 | Inductive | 59.9 | 69.7 | [TensorFlow] | [Source] |
| Neg-Cosine | ECCV | 2020 | ResNet-12 | Inductive | 63.85 ± 0.81 | 81.57 ± 0.56 | [PyTorch] | [Source] |
| J. Kim et al. | ECCV | 2020 | ResNet-12 | Inductive | 65.08 ± 0.86 | 82.70 ± 0.54 | [PyTorch] | [Source] |
| BD-CSPN | ECCV | 2020 | WRN-28-10 | Transductive | 70.31 ± 0.93 | 81.89 ± 0.60 | None | [Source] |
| Centroid alignment | ECCV | 2020 | WRN-28-10 | Inductive | 65.92 ± 0.60 | 82.85 ± 0.55 | [PyTorch] | [Source] |
| ICA + MSP | ECCV | 2020 | DenseNet | Transductive | 77.06 ± 0.26 | 84.99 ± 0.14 | None | [Source] |
| ICA + MSP | ECCV | 2020 | DenseNet | Semi-supervised | 80.11 ± 0.25 | 85.78 ± 0.13 | None | [Source] |
| Y. Tian et al. | ECCV | 2020 | ResNet-12 | Inductive | 64.82 ± 0.60 | 82.14 ± 0.43 | [PyTorch] | [Source] |
| EPNet | ECCV | 2020 | WRN-28-10 | Transductive | 70.74 ± 0.85 | 84.34 ± 0.53 | [PyTorch] | [Source] |
| EPNet | ECCV | 2020 | WRN-28-10 | Semi-supervised | 79.22 ± 0.92 | 88.05 ± 0.51 | [PyTorch] | [Source] |
| F. Wu et al. | ECCV | 2020 | Capsule Network | Inductive | 66.43 ± 0.26 | 82.13 ± 0.21 | None | [Source] |
| Su et al. | ECCV | 2020 | ResNet-18 | Inductive | - | 76.6 ± 0.7 | [PyTorch] | [Source] |
| TIM | NeurIPS | 2020 | ResNet-18 | Transductive | 73.9 | 85.0 | [PyTorch] | [Source] |
| TIM | NeurIPS | 2020 | WRN-28-10 | Transductive | 77.8 | 87.4 | [PyTorch] | [Source] |
| IFSL | NeurIPS | 2020 | WRN-28-10 | Transductive | 73.51 | 83.21 | [PyTorch] | [Source] |
| DKT | NeurIPS | 2020 | 4CONV | Inductive | 49.73 ± 0.07 | - | [PyTorch] | [Source] |
| LR+DC | ICLR | 2021 | WRN-28-10 | Inductive | 68.57 ± 0.55 | 82.88 ± 0.42 | [PyTorch] | [Source] |
| IEPT | ICLR | 2021 | ResNet-12 | Inductive | 67.05 ± 0.44 | 82.90 ± 0.30 | None | [Source] |
| IEPT | ICLR | 2021 | 4CONV | Inductive | 56.26 ± 0.45 | 73.91 ± 0.34 | None | [Source] |
| MELR | ICLR | 2021 | ResNet-12 | Inductive | 67.40 ± 0.43 | 83.40 ± 0.28 | None | [Source] |
| MELR | ICLR | 2021 | 4CONV | Inductive | 55.35 ± 0.43 | 72.27 ± 0.35 | None | [Source] |
| ConstellationNet | ICLR | 2021 | ResNet-12 | Inductive | 64.89 ± 0.23 | 79.95 ± 0.37 | None | [Source] |
| OVE PG G P+ Cosine (ML) | ICLR | 2021 | 4CONV | Inductive | 50.02 ± 0.35 | 64.58 ± 0.31 | None | [Source] |
| OVE PG G P+ Cosine (PL) | ICLR | 2021 | 4CONV | Inductive | 48.00 ± 0.24 | 67.14 ± 0.23 | None | [Source] |
| BOIL | ICLR | 2021 | 4CONV | Inductive | 49.61 ± 0.16 | 66.45 ± 0.37 | None | [Source] |
| FRN | CVPR | 2021 | ResNet-12 | Inductive | 66.45 ± 0.19 | 82.83 ± 0.13 | [PyTorch] | [Source] |
| PT+MAP | arXiv | 2021 | WRN | Inductive | 65.35 ± 0.20 | 83.87 ± 0.13 | [PyTorch] | [Source] |
| PT+MAP | arXiv | 2021 | WRN | Transductive | 82.92 ± 0.26 | 88.82 ± 0.13 | [PyTorch] | [Source] |
| CSEI | AAAI | 2021 | ResNet-12 | Inductive | 68.94 ± 0.28 | 85.07 ± 0.50 | None | [Source] |
| PTN | AAAI | 2021 | WRN-28-10 | Semi-supervised | 82.66 ± 0.97 | 88.43 ± 0.67 | None | [Source] |
| P-Transfer | AAAI | 2021 | ResNet-12 | Inductive | 64.21 ± 0.77 | 80.38 ± 0.59 | None | [Source] |
| CNL | AAAI | 2021 | ResNet-12 | Inductive | 67.96 ± 0.98 | 83.36 ± 0.51 | None | [Source] |
| TACO | AAAI | 2021 | ResNet-12 | Semi-supervised | 68.23 | 83.42 | None | [Source] |
| InfoPatch | AAAI | 2021 | ResNet-12 | Inductive | 67.67±0.45 | 82.44±0.31 | [PyTorch] | [Source] |
| DMF | CVPR | 2021 | ResNet-12 | Inductive | 67.76±0.46 | 82.71±0.31 | [PyTorch] | [Source] |
| ECKPN | CVPR | 2021 | 4CONV | Transductive | 68.89±0.34 | 83.59±0.44 | None | [Source] |
| ECKPN | CVPR | 2021 | ResNet-12 | Transductive | 70.48±0.38 | 85.42±0.46 | None | [Source] |
| MCGN | CVPR | 2021 | 64-96-128-256 | Inductive | 57.89±0.87 | 73.58±0.87 | None | [Source] |
| MCGN | CVPR | 2021 | 64-96-128-256 | Transductive | 67.32±0.43 | 83.03±0.54 | None | [Source] |
| ArL | CVPR | 2021 | ResNet-12 | Semi-supervised | 65.21±0.58 | 80.41±0.49 | None | [Source] |
| PSST | CVPR | 2021 | ResNet-12 | Inductive | 64.05±0.49 | 80.24±0.45 | None | [Source] |
| PSST | CVPR | 2021 | WRN-28-10 | Inductive | 64.16±0.44 | 80.64±0.32 | None | [Source] |
| RAP-LaplacianShot | CVPR | 2021 | ResNet-12 | Transductive | 74.29±0.20 | 84.51±0.13 | None | [Source] |
| RAP-LaplacianShot | CVPR | 2021 | DenseNet-121 | Transductive | 75.58±0.20 | 85.63±0.13 | None | [Source] |
| LaplacianShot | ICML | 2020 | DenseNet-121 | Transductive | 75.57±0.19 | 84.72±0.13 | [PyTorch] | [Source] |
| LaplacianShot | ICML | 2020 | WRN | Transductive | 74.86±0.19 | 84.13±0.14 | [PyTorch] | [Source] |
| LaplacianShot | ICML | 2020 | ResNet-18 | Transductive | 72.11±0.19 | 82.31±0.14 | [PyTorch] | [Source] |
| Rizve et al. | CVPR | 2021 | ResNet-12 | Inductive | 67.28±0.80 | 84.78±0.52 | None | [Source] |
| Zhang et al. | CVPR | 2021 | ResNet-12 | Transductive | 73.13±0.85 | 82.06±0.54 | [PyTorch] | [Source] |
| IEPT+ZN | ICCV | 2021 | ResNet-12 | Inductive | 67.35±0.43 | 83.04±0.29 | None | [Source] |
| PLCM | ICCV | 2021 | ResNet-12 | Semi-supervised | 72.06±1.08 | 83.71±0.63 | [PyTorch] | [Source] |
| PAL | ICCV | 2021 | ResNet-12 | Inductive | 69.37±0.64 | 84.40±0.44 | None | [Source] |
| ALFA+MeTAL | ICCV | 2021 | ResNet-12 | Transductive | 66.61±0.28 | 84.40±0.44 | [PyTorch] | [Source] |
| Curvature Generation | ICCV | 2021 | ResNet-12 (64-160-320-640) | Inductive | 67.02±0.20 | 82.32±0.14 | [PyTorch] | [Source] |
| Curvature Generation | ICCV | 2021 | ResNet-12 (64-160-320-640) | Transductive | 71.79±0.23 | 83.00±0.17 | [PyTorch] | [Source] |
| TPMN | ICCV | 2021 | ResNet-12 | Inductive | 67.64±0.63 | 83.44±0.43 | None | [Source] |
| Meta-Baseline | ICCV | 2021 | ResNet-12 | Inductive | 63.17±0.23 | 79.26±0.17 | [PyTorch] | [Source] |
| RENet | ICCV | 2021 | ResNet-12 | Inductive | 67.60±0.44 | 82.58±0.30 | [PyTorch] | [Source] |
| BML | ICCV | 2021 | ResNet-12 | Inductive | 67.04±0.63 | 83.63±0.29 | [PyTorch] | [Source] |
| MetaQDA | ICCV | 2021 | WRN-28-10 | Inductive | 67.83±0.64 | 84.28±0.69 | [PyTorch] | [Source] |
| Meta Navigator | ICCV | 2021 | ResNet-12 | Inductive | 67.14±0.80 | 83.82±0.51 | None | [Source] |
| iLPC | ICCV | 2021 | ResNet-12 | Transductive | 69.79±0.99 | 79.82±0.55 | [PyTorch] | [Source] |
| iLPC | ICCV | 2021 | WRN-28-10 | Transductive | 83.05±0.79 | 88.82±0.42 | [PyTorch] | [Source] |
| iLPC | ICCV | 2021 | ResNet-12 | Semi-supervised | 70.99±0.91 | 81.06±0.49 | [PyTorch] | [Source] |
| iLPC | ICCV | 2021 | WRN-28-10 | Semi-supervised | 83.58±0.79 | 89.68±0.37 | [PyTorch] | [Source] |
| AIM | ICCV | 2021 | WRN-28-10 | Transductive | 71.22±0.57 | 82.25±0.34 | [PyTorch] | [Source] |
| MixtFSL | ICCV | 2021 | ResNet-12 | Inductive | 63.98±0.79 | 82.04±0.49 | [PyTorch] | [Source] |
| Oblique Manifold | ICCV | 2021 | WRN-28-10 | Inductive | 66.78±0.30 | 85.29±0.41 | [PyTorch] | [Source] |
| Oblique Manifold | ICCV | 2021 | WRN-28-10 | Transductive | 80.64±0.34 | 89.39±0.39 | [PyTorch] | [Source] |
| COSOC | NeurIPS | 2021 | ResNet-12 | Inductive | 69.28±0.49 | 85.16±0.42 | [PyTorch] | [Source] |
| Wang et al. | NeurIPS | 2021 | 4CONV | Inductive | 56.32±0.28 | 72.64±0.26 | None | [Source] |
| POODLE | NeurIPS | 2021 | ResNet-12 | Inductive | 67.80 | 83.72 | None | [Source] |
| POODLE | NeurIPS | 2021 | ResNet-12 | Transductive | 77.56 | 85.81 | None | [Source] |
| NCA nearest centroid | NeurIPS | 2021 | ResNet-12 | Inductive | 62.55±0.12 | 78.27±0.09 | [PyTorch] | [Source] |
| SSR | NeurIPS | 2021 | ResNet-12 | Transductive | 68.1±0.6 | 76.9±0.4 | [PyTorch] | [Source] |
| SSR | NeurIPS | 2021 | WRN-28-10 | Transductive | 72.4±0.6 | 80.2±0.4 | [PyTorch] | [Source] |
| Simple CNAPS | CVPR | 2020 | ResNet18 (pre-trained on ImageNet) | Inductive | 82.16 | 89.80 | [PyTorch] | [Source] |