Few-shot classification on CropDiseases (test)
94.95AccuracyPsCo
Evaluation Results
| Method | Links | |
|---|---|---|
| PsCoWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 94.95 | |
| ATAway=5-way, shot=5-shot2023.06 | 90.59 | |
| ProtoDiffway=5-way, shot=5-shot2023.06 | 90.15 | |
| MoCo v2Way=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 89.85 | |
| SwAVWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 89.24 | |
| SimCLRWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 88.73 | |
| PsCoWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 88.24 | |
| AFAway=5-way, shot=5-shot2023.06 | 88.06 | |
| HVMway=5-way, shot=5-shot2023.06 | 87.65 | |
| ProtoNetsWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 83.64 | |
| MAMLWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 83.24 | |
| Meta-SVEBMWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 83.13 | |
| GNNway=5-way, shot=5-shot2023.06 | 83.12 | |
| Meta-GMVAEWay=5, Shot=20, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 81.22 | |
| MoCo v2Way=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 80.96 | |
| SwAVWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 80.15 | |
| SimCLRWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 79.9 | |
| ProtoNetway=5-way, shot=5-shot2023.06 | 79.72 | |
| MAMLWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 77.76 | |
| ProtoNetsWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 76.01 | |
| Meta-GMVAEWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 73.56 | |
| Meta-SVEBMWay=5, Shot=5, Backbone=Conv5, Pre-trained=miniImageNet2023.03 | 71.82 | |
| ProtoDiffway=5-way, shot=1-shot2023.06 | 68.93 | |
| AFAway=5-way, shot=1-shot2023.06 | 67.61 | |
| ATAway=5-way, shot=1-shot2023.06 | 67.47 | |
| HVMway=5-way, shot=1-shot2023.06 | 65.13 | |
| ProtoNetway=5-way, shot=1-shot2023.06 | 57.57 | |
| GNNway=5-way, shot=1-shot2023.06 | 57.19 |