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ResearchFormerly WizWand

Fine-grained Image Classification on iNaturalist 2017 (test)

83.4AccuracyMetaFormer-2
59.84465.959572.07578.1905Mar 5, 2022Apr 9, 2022May 15, 2022Jun 20, 2022Jul 25, 2022Aug 30, 2022Oct 5, 2022
Updated 8mo ago

Evaluation results

MethodLinks
MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-21k, Image size=384, Meta method=Transformer2022.0383.4
MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-1k, Image size=384, Meta method=Transformer2022.0382
MetaFormer-1Backbone=MetaFormer-1, Pre-training=ImageNet-1k, Image size=384, Meta method=Transformer2022.0381.3
MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-21k, Image size=384, Meta method=Image-Only2022.0380.4
MetaFormer-0Backbone=MetaFormer-0, Pre-training=ImageNet-1k, Image size=384, Meta method=Transformer2022.0379.8
Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Post-Process2022.0379
MetaFormer-2Backbone=MetaFormer-2, Pre-training=ImageNet-1k, Image size=384, Meta method=Image-Only2022.0379
Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Feature Mod2022.0378.2
MetaFormer-1Backbone=MetaFormer-1, Pre-training=ImageNet-1k, Image size=384, Meta method=Image-Only2022.0378.2
MetaFormer-0Backbone=MetaFormer-0, Pre-training=ImageNet-1k, Image size=384, Meta method=Image-Only2022.0375.7
Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Whitelisting2022.0372.6
Relational ProxyBackbone=ResNet-50, Averaged over runs=52022.1072.15
TransFG2022.1071.7
FFVT2022.1070.3
Geo-AwareBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Image-Only2022.0370.1
MMAL2022.1069.85
Presence-OnlyBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Prior2022.0369.6
Presence-OnlyBackbone=Inception V3, Pre-training=ImageNet-1k, Image size=299, Meta method=Image-Only2022.0363.27
StochNorm2022.1060.75