Few-shot Image Classification on Aggregated image datasets
3.03Accuracy DifferenceCartographyHard
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CartographyHardFSL Protocol=MAML2024.02 | 3.03 | 2.26 | |
| CartographyHardFSL Protocol=ProtoNet2024.02 | 2.42 | 3.35 | |
| HerdingFSL Protocol=MAML2024.02 | 2.36 | 2.94 | |
| HerdingFSL Protocol=FT2024.02 | 2.14 | 1.78 | |
| ACSESSWeightedFSL Protocol=MAML2024.02 | 1.83 | 0.97 | |
| CartographyHardFSL Protocol=FT2024.02 | 1.71 | 1.47 | |
| ACSESSUniformFSL Protocol=MAML2024.02 | 1.59 | 0.97 | |
| HerdingFSL Protocol=ProtoNet2024.02 | 1.43 | 1.31 | |
| ACSESSWith RandomFSL Protocol=MAML2024.02 | 1.32 | 0.91 | |
| ACSESSWeightedFSL Protocol=ProtoNet2024.02 | 1.31 | 0.75 | |
| SimilarityFSL Protocol=FT2024.02 | 1.21 | 1.24 | |
| CartographyEasyFSL Protocol=MAML2024.02 | 1.17 | 1.11 | |
| ACSESSUniformFSL Protocol=ProtoNet2024.02 | 1.12 | 0.8 | |
| SimilarityFSL Protocol=MAML2024.02 | 1.05 | 1.15 | |
| KCenterFSL Protocol=MAML2024.02 | 1.03 | 0.87 | |
| LossFSL Protocol=MAML2024.02 | 1.02 | 1.07 | |
| GraNdFSL Protocol=MAML2024.02 | 0.95 | 1.11 | |
| DiversityFSL Protocol=MAML2024.02 | 0.93 | 1.22 | |
| ACSESSWith RandomFSL Protocol=ProtoNet2024.02 | 0.85 | 0.65 | |
| ACSESSUniformFSL Protocol=FT2024.02 | 0.81 | 0.35 | |
| DeepFoolFSL Protocol=MAML2024.02 | 0.77 | 1.11 | |
| CartographyEasyFSL Protocol=ProtoNet2024.02 | 0.65 | 0.5 | |
| SimilarityFSL Protocol=ProtoNet2024.02 | 0.64 | 1.14 | |
| DiversityFSL Protocol=FT2024.02 | 0.57 | 0.58 | |
| CALFSL Protocol=MAML2024.02 | 0.54 | 0.88 | |
| LossFSL Protocol=FT2024.02 | 0.53 | 0.57 | |
| ForgettingFSL Protocol=MAML2024.02 | 0.53 | 0.72 | |
| ACSESSWeightedFSL Protocol=FT2024.02 | 0.49 | 0.41 | |
| KCenterFSL Protocol=ProtoNet2024.02 | 0.45 | 1.24 | |
| LossFSL Protocol=ProtoNet2024.02 | 0.44 | 1.01 | |
| CALFSL Protocol=FT2024.02 | 0.43 | 0.72 | |
| GraNdFSL Protocol=FT2024.02 | 0.42 | 1.41 | |
| KCenterFSL Protocol=FT2024.02 | 0.42 | 0.31 | |
| DeepFoolFSL Protocol=FT2024.02 | 0.41 | 0.36 | |
| Graph-CutFSL Protocol=MAML2024.02 | 0.4 | 0.75 | |
| CartographyAmbiguousFSL Protocol=MAML2024.02 | 0.36 | 0.5 | |
| DiversityFSL Protocol=ProtoNet2024.02 | 0.35 | 0.65 | |
| GlisterFSL Protocol=MAML2024.02 | 0.33 | 0.73 | |
| Graph-CutFSL Protocol=ProtoNet2024.02 | 0.32 | 0.36 | |
| Least ConfidenceFSL Protocol=MAML2024.02 | 0.31 | 0.46 | |
| DeepFoolFSL Protocol=ProtoNet2024.02 | 0.29 | 0.51 | |
| EntropyFSL Protocol=FT2024.02 | 0.26 | 0.18 | |
| CRAIGFSL Protocol=MAML2024.02 | 0.26 | 0.6 | |
| CartographyEasy+Ambig.FSL Protocol=MAML2024.02 | 0.24 | 0.4 | |
| CartographyEasyFSL Protocol=FT2024.02 | 0.21 | 0.28 | |
| CartographyAmbiguousFSL Protocol=FT2024.02 | 0.21 | 0.32 | |
| GlisterFSL Protocol=ProtoNet2024.02 | 0.2 | 0.37 | |
| CALFSL Protocol=ProtoNet2024.02 | 0.19 | 0.54 | |
| CRAIGFSL Protocol=ProtoNet2024.02 | 0.18 | 0.29 | |
| EntropyFSL Protocol=MAML2024.02 | 0.17 | 0.37 | |
| ForgettingFSL Protocol=ProtoNet2024.02 | 0.16 | 0.37 | |
| MarginFSL Protocol=ProtoNet2024.02 | 0.15 | 0.34 | |
| EntropyFSL Protocol=ProtoNet2024.02 | 0.12 | 0.43 | |
| RandomFSL Protocol=FT2024.02 | 0.1 | 0.13 | |
| GlisterFSL Protocol=FT2024.02 | 0.1 | 0.45 | |
| GraNdFSL Protocol=ProtoNet2024.02 | 0.09 | 0.49 | |
| CartographyAmbiguousFSL Protocol=ProtoNet2024.02 | 0.08 | 0.36 | |
| RandomFSL Protocol=ProtoNet2024.02 | 0.06 | 0.26 | |
| ACSESSWith RandomFSL Protocol=FT2024.02 | 0.06 | 0.56 | |
| MarginFSL Protocol=MAML2024.02 | 0.05 | 0.29 | |
| Least ConfidenceFSL Protocol=ProtoNet2024.02 | 0.05 | 0.41 | |
| Graph-CutFSL Protocol=FT2024.02 | 0.05 | 0.53 | |
| CartographyEasy+Ambig.FSL Protocol=ProtoNet2024.02 | 0.05 | 0.33 | |
| CRAIGFSL Protocol=FT2024.02 | 0.04 | 0.45 | |
| CartographyEasy+Ambig.FSL Protocol=FT2024.02 | 0.04 | 0.4 | |
| Least ConfidenceFSL Protocol=FT2024.02 | 0.03 | 0.12 | |
| ForgettingFSL Protocol=FT2024.02 | 0.03 | 0.34 | |
| MarginFSL Protocol=FT2024.02 | 0.02 | 0.26 | |
| RandomFSL Protocol=MAML2024.02 | 0 | 0.27 |