Few-shot classification on meta-iNat (test)
96.3AccuracyCAML
Evaluation Results
| Method | Links | |
|---|---|---|
| CAMLEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.10 | 96.3 | |
| P>M>FEvaluation protocol=In-Domain [Meta-Training], K-shot=5-shot, N-way=5-way, Backbone=ViT-base2023.10 | 96.1 | |
| MetaQDAEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.10 | 95.9 | |
| MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=true2023.10 | 95.5 | |
| GPICLEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.10 | 95.1 | |
| ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=true2023.10 | 94.8 | |
| SNAILEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.10 | 94.8 | |
| P>M>FEvaluation protocol=In-Domain [Meta-Training], K-shot=1-shot, N-way=5-way, Backbone=ViT-base2023.10 | 91.2 | |
| CAMLEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.10 | 91.2 | |
| GPICLEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.10 | 90 | |
| ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=false2023.10 | 89.4 | |
| SNAILEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.10 | 89.1 | |
| MetaQDAEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.10 | 86.3 | |
| MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=true2023.10 | 85.5 | |
| ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=true2023.10 | 84.5 | |
| FRN + TDMK-shot=5-shot, Backbone=Conv-42022.07 | 81.6 | |
| CTX + TDMK-shot=5-shot, Backbone=Conv-42022.07 | 80.75 | |
| FRNK-shot=5-shot, Backbone=Conv-42022.07 | 80.04 | |
| ProtoNet + TDMK-shot=5-shot, Backbone=Conv-42022.07 | 79.95 | |
| CTXK-shot=5-shot, Backbone=Conv-42022.07 | 78.57 | |
| ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=false2023.10 | 78.4 | |
| DSN + TDMK-shot=5-shot, Backbone=Conv-42022.07 | 78.07 | |
| MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=false2023.10 | 77.7 | |
| ProtoNetK-shot=5-shot, Backbone=Conv-42022.07 | 76.3 | |
| DSNK-shot=5-shot, Backbone=Conv-42022.07 | 76.15 | |
| FRN + TDMK-shot=1-shot, Backbone=Conv-42022.07 | 63.97 | |
| CTX + TDMK-shot=1-shot, Backbone=Conv-42022.07 | 63.26 | |
| FRNK-shot=1-shot, Backbone=Conv-42022.07 | 61.98 | |
| DSN + TDMK-shot=1-shot, Backbone=Conv-42022.07 | 61.87 | |
| ProtoNet + TDMK-shot=1-shot, Backbone=Conv-42022.07 | 61.82 | |
| CTXK-shot=1-shot, Backbone=Conv-42022.07 | 60.8 | |
| DSNK-shot=1-shot, Backbone=Conv-42022.07 | 60.06 | |
| ProtoNetK-shot=1-shot, Backbone=Conv-42022.07 | 55.37 | |
| MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=false2023.10 | 53 |