Fine-grained Image Classification on iNaturalist 2017 (test)
83.4AccuracyMetaFormer-2
Evaluation Results
| Method | Links | |
|---|---|---|
| MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-21k, Image size=384, Meta method=Transformer2022.03 | 83.4 | |
| MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-1k, Image size=384, Meta method=Transformer2022.03 | 82 | |
| MetaFormer-1Backbone=MetaFormer-1, Pre-training=ImageNet-1k, Image size=384, Meta method=Transformer2022.03 | 81.3 | |
| MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-21k, Image size=384, Meta method=Image-Only2022.03 | 80.4 | |
| MetaFormer-0Backbone=MetaFormer-0, Pre-training=ImageNet-1k, Image size=384, Meta method=Transformer2022.03 | 79.8 | |
| Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Post-Process2022.03 | 79 | |
| MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-1k, Image size=384, Meta method=Image-Only2022.03 | 79 | |
| Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Feature Mod2022.03 | 78.2 | |
| MetaFormer-1Backbone=MetaFormer-1, Pre-training=ImageNet-1k, Image size=384, Meta method=Image-Only2022.03 | 78.2 | |
| MetaFormer-0Backbone=MetaFormer-0, Pre-training=ImageNet-1k, Image size=384, Meta method=Image-Only2022.03 | 75.7 | |
| Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Whitelisting2022.03 | 72.6 | |
| Relational ProxyBackbone=ResNet-50, Averaged over runs=52022.10 | 72.15 | |
| TransFG2022.10 | 71.7 | |
| FFVT2022.10 | 70.3 | |
| Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Image-Only2022.03 | 70.1 | |
| MMAL2022.10 | 69.85 | |
| Presence-OnlyBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Prior2022.03 | 69.6 | |
| Presence-OnlyBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Image-Only2022.03 | 63.27 | |
| StochNorm2022.10 | 60.75 |