Few-shot Classification on miniImagenet (test)
84.46AccuracyMeta DeepBDC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Meta DeepBDCshot=5-shot2023.06 | 84.46 | — | — | — | — | — | — | |
| ProtoDiffshot=5-shot2023.06 | 83.95 | — | — | — | — | — | — | |
| ProtoNet+1S-DAug-3Backbone=ViTSmall, Evaluation Protocol=5-way 1-shot2026.01 | 83.66 | — | — | — | — | — | — | |
| SUNshot=5-shot2023.06 | 83.25 | — | — | — | — | — | — | |
| ProtoNet+1S-DAug-2Backbone=ViTSmall, Evaluation Protocol=5-way 1-shot2026.01 | 82.76 | — | — | — | — | — | — | |
| SetFeatshot=5-shot2023.06 | 82.71 | — | — | — | — | — | — | |
| LRP-CANShots=5, Inference Mode=Transductive, explanation-guided=true2020.07 | 82.56 | — | — | — | — | — | — | |
| FEATBackbone=ResNet, Shot=5-Shot, Way=5-Way2018.12 | 82.05 | — | — | — | — | — | — | |
| LRP-GNNWay=5, Shot=52020.07 | 82.03 | — | — | — | — | — | — | |
| GCNBackbone=ResNet, Shot=5-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 81.65 | — | — | — | — | — | — | |
| FEATShot=5, Way=5, Backbone=WRN-28-102018.12 | 81.11 | — | — | — | — | — | — | |
| DEEPSETSBackbone=ResNet, Shot=5-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 80.93 | — | — | — | — | — | — | |
| LRP-CANShots=5, Inference Mode=Inductive, explanation-guided=true2020.07 | 80.89 | — | — | — | — | — | — | |
| GNNWay=5, Shot=52020.07 | 80.74 | — | — | — | — | — | — | |
| BILSTMBackbone=ResNet, Shot=5-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 80.63 | — | — | — | — | — | — | |
| ProtoNet (Baseline)Backbone=ResNet, Shot=5-Shot, Way=5-Way, Implementation=Ours2018.12 | 80.53 | — | — | — | — | — | — | |
| ProtoNet+1S-DAug-1Backbone=ViTSmall, Evaluation Protocol=5-way 1-shot2026.01 | 80.42 | — | — | — | — | — | — | |
| CANShots=5, Inference Mode=Transductive2020.07 | 80.34 | — | — | — | — | — | — | |
| SimpleShotShot=5, Way=5, Backbone=WRN-28-102018.12 | 80.33 | — | — | — | — | — | — | |
| ProtoNetShot=5, Way=5, Backbone=WRN-28-10, implementation=authors2018.12 | 79.97 | — | — | — | — | — | — | |
| CANShots=5, Inference Mode=Inductive2020.07 | 79.61 | — | — | — | — | — | — | |
| CANshot=5-shot2023.06 | 79.44 | — | — | — | — | — | — | |
| Meta-Baselineshot=5-shot2023.06 | 79.26 | — | — | — | — | — | — | |
| ProtoNet+1S-DAug-3Backbone=SwinTiny, Evaluation Protocol=5-way 1-shot2026.01 | 78.92 | — | — | — | — | — | — | |
| MatchNet (Baseline)Backbone=ResNet, Shot=5-Shot, Way=5-Way, Implementation=Ours2018.12 | 78.72 | — | — | — | — | — | — | |
| MetaOptNetBackbone=ResNet, Shot=5-Shot, Way=5-Way2018.12 | 78.63 | — | — | — | — | — | — | |
| CTMshot=5-shot2023.06 | 78.63 | — | — | — | — | — | — | |
| MetaOptNetshot=5-shot2023.06 | 78.63 | — | — | — | — | — | — | |
| ProtoNet+1S-DAug-2Backbone=SwinTiny, Evaluation Protocol=5-way 1-shot2026.01 | 77.82 | — | — | — | — | — | — | |
| LEOShot=5, Way=5, Backbone=WRN-28-102018.12 | 77.59 | — | — | — | — | — | — | |
| TADAMBackbone=ResNet, Shot=5-Shot, Way=5-Way2018.12 | 76.7 | — | — | — | — | — | — | |
| TapNetshot=5-shot2023.06 | 76.36 | — | — | — | — | — | — | |
| ProtoNet+1S-DAug-1Backbone=SwinTiny, Evaluation Protocol=5-way 1-shot2026.01 | 75.12 | — | — | — | — | — | — | |
| LRP-RNShots=5, Inference Mode=Transductive, explanation-guided=true2020.07 | 74.67 | — | — | — | — | — | — | |
| PFAShot=5, Way=5, Backbone=WRN-28-102018.12 | 73.74 | — | — | — | — | — | — | |
| RNShots=5, Inference Mode=Transductive2020.07 | 73.64 | — | — | — | — | — | — | |
| LRP-RNShots=5, Inference Mode=Inductive, explanation-guided=true2020.07 | 73.63 | — | — | — | — | — | — | |
| TIM-ADMBackbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 72.9 | — | — | — | — | — | — | |
| TIM-GDBackbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 72.8 | — | — | — | — | — | — | |
| RNShots=5, Inference Mode=Inductive2020.07 | 72.72 | — | — | — | — | — | — | |
| MAML (Baseline)Backbone=ResNet, Shot=5-Shot, Way=5-Way, Implementation=Ours2018.12 | 72.41 | — | — | — | — | — | — | |
| ProtoNetBackbone=ViTSmall, Evaluation Protocol=5-way 1-shot2026.01 | 71.86 | — | — | — | — | — | — | |
| FEATBackbone=ConvNet, Shot=5-Shot, Way=5-Way2018.12 | 71.61 | — | — | — | — | — | — | |
| ProtoNet (Baseline)Backbone=ConvNet, Shot=5-Shot, Way=5-Way, Implementation=Ours2018.12 | 71.33 | — | — | — | — | — | — | |
| ProtoDiffshot=1-shot2023.06 | 71.25 | — | — | — | — | — | — | |
| DEEPSETSBackbone=ConvNet, Shot=5-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 70.96 | — | — | — | — | — | — | |
| GCNBackbone=ConvNet, Shot=5-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 70.59 | — | — | — | — | — | — | |
| BILSTMBackbone=ConvNet, Shot=5-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 69.15 | — | — | — | — | — | — | |
| LRP-CANShots=1, Inference Mode=Transductive, explanation-guided=true2020.07 | 69.1 | — | — | — | — | — | — | |
| SetFeatshot=1-shot2023.06 | 68.32 | — | — | — | — | — | — | |
| ProtoNetBackbone=ConvNet, Shot=5-Shot, Way=5-Way2018.12 | 68.2 | — | — | — | — | — | — | |
| SimpleShotBackbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 68.1 | — | — | — | — | — | — | |
| MAML (Baseline)Backbone=ConvNet, Shot=5-Shot, Way=5-Way, Implementation=Ours2018.12 | 67.92 | — | — | — | — | — | — | |
| PFABackbone=ConvNet, Shot=5-Shot, Way=5-Way2018.12 | 67.87 | — | — | — | — | — | — | |
| SUNshot=1-shot2023.06 | 67.8 | — | — | — | — | — | — | |
| CANShots=1, Inference Mode=Transductive2020.07 | 67.74 | — | — | — | — | — | — | |
| MatchNet (Baseline)Backbone=ConvNet, Shot=5-Shot, Way=5-Way, Implementation=Ours2018.12 | 67.49 | — | — | — | — | — | — | |
| Meta DeepBDCshot=1-shot2023.06 | 67.34 | — | — | — | — | — | — | |
| ProtoNetBackbone=SwinTiny, Evaluation Protocol=5-way 1-shot2026.01 | 67.32 | — | — | — | — | — | — | |
| RelationNetBackbone=ConvNet, Shot=5-Shot, Way=5-Way2018.12 | 67.07 | — | — | — | — | — | — | |
| FEATBackbone=ResNet, Shot=1-Shot, Way=5-Way2018.12 | 66.78 | — | — | — | — | — | — | |
| MatchNet (Baseline)Backbone=ResNet, Shot=1-Shot, Way=5-Way, Implementation=Ours2018.12 | 65.64 | — | — | — | — | — | — | |
| FEATShot=1, Way=5, Backbone=WRN-28-102018.12 | 65.1 | — | — | — | — | — | — | |
| LRP-GNNWay=5, Shot=12020.07 | 65.03 | — | — | — | — | — | — | |
| CANShots=1, Inference Mode=Inductive2020.07 | 64.66 | — | — | — | — | — | — | |
| LRP-CANShots=1, Inference Mode=Inductive, explanation-guided=true2020.07 | 64.65 | — | — | — | — | — | — | |
| GCNBackbone=ResNet, Shot=1-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 64.5 | — | — | — | — | — | — | |
| GNNWay=5, Shot=12020.07 | 64.47 | — | — | — | — | — | — | |
| DEEPSETSBackbone=ResNet, Shot=1-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 64.14 | — | — | — | — | — | — | |
| BILSTMBackbone=ResNet, Shot=1-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 63.9 | — | — | — | — | — | — | |
| CANshot=1-shot2023.06 | 63.85 | — | — | — | — | — | — | |
| SimpleShotShot=1, Way=5, Backbone=WRN-28-102018.12 | 63.5 | — | — | — | — | — | — | |
| Baseline++Backbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 63.4 | — | — | — | — | — | — | |
| Meta-Baselineshot=1-shot2023.06 | 63.17 | — | — | — | — | — | — | |
| MAMLBackbone=ConvNet, Shot=5-Shot, Way=5-Way2018.12 | 63.11 | — | — | — | — | — | — | |
| LRP-RNShots=1, Inference Mode=Transductive, explanation-guided=true2020.07 | 62.65 | — | — | — | — | — | — | |
| MetaOptNetBackbone=ResNet, Shot=1-Shot, Way=5-Way2018.12 | 62.64 | — | — | — | — | — | — | |
| MetaOptNetshot=1-shot2023.06 | 62.64 | — | — | — | — | — | — | |
| ProtoNetShot=1, Way=5, Backbone=WRN-28-10, implementation=authors2018.12 | 62.6 | — | — | — | — | — | — | |
| ProtoNet (Baseline)Backbone=ResNet, Shot=1-Shot, Way=5-Way, Implementation=Ours2018.12 | 62.39 | — | — | — | — | — | — | |
| CTMshot=1-shot2023.06 | 62.05 | — | — | — | — | — | — | |
| LEOShot=1, Way=5, Backbone=WRN-28-102018.12 | 61.76 | — | — | — | — | — | — | |
| TapNetshot=1-shot2023.06 | 61.65 | — | — | — | — | — | — | |
| RNShots=1, Inference Mode=Transductive2020.07 | 61.52 | — | — | — | — | — | — | |
| LRP-RNShots=1, Inference Mode=Inductive, explanation-guided=true2020.07 | 60.06 | — | — | — | — | — | — | |
| PFAShot=1, Way=5, Backbone=WRN-28-102018.12 | 59.6 | — | — | — | — | — | — | |
| TIM-GDBackbone=ResNet-18, N-way=20-way, N-shot=5-shot2020.08 | 59.5 | — | — | — | — | — | — | |
| ProtoNetBackbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 59.2 | — | — | — | — | — | — | |
| TIM-ADMBackbone=ResNet-18, N-way=20-way, N-shot=5-shot2020.08 | 58.8 | — | — | — | — | — | — | |
| TADAMBackbone=ResNet, Shot=1-Shot, Way=5-Way2018.12 | 58.5 | — | — | — | — | — | — | |
| RNShots=1, Inference Mode=Inductive2020.07 | 58.31 | — | — | — | — | — | — | |
| MAML (Baseline)Backbone=ResNet, Shot=1-Shot, Way=5-Way, Implementation=Ours2018.12 | 58.05 | — | — | — | — | — | — | |
| TIM-GDBackbone=ResNet-18, N-way=10-way, N-shot=1-shot2020.08 | 56.1 | — | — | — | — | — | — | |
| TIM-ADMBackbone=ResNet-18, N-way=10-way, N-shot=1-shot2020.08 | 56 | — | — | — | — | — | — | |
| SimpleShotBackbone=ResNet-18, N-way=20-way, N-shot=5-shot2020.08 | 55.4 | — | — | — | — | — | — | |
| FEATBackbone=ConvNet, Shot=1-Shot, Way=5-Way2018.12 | 55.15 | — | — | — | — | — | — | |
| BaselineBackbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 55 | — | — | — | — | — | — | |
| PFABackbone=ConvNet, Shot=1-Shot, Way=5-Way2018.12 | 54.53 | — | — | — | — | — | — | |
| DEEPSETSBackbone=ConvNet, Shot=1-Shot, Way=5-Way, adaptation=Embedding Adaptation2018.12 | 54.41 | — | — | — | — | — | — | |
| RelatNetBackbone=ResNet-18, N-way=10-way, N-shot=5-shot2020.08 | 53.9 | — | — | — | — | — | — |