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ResearchFormerly WizWand

Image Classification on iNaturalist 2018 (All)

74.6Top-1 AccuracyRIDE (6 experts)
40.48849.34458.267.056Oct 5, 2020Aug 8, 2021Jun 11, 2022Apr 15, 2023Feb 16, 2024Dec 19, 2024Oct 23, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RIDE (6 experts)GFlops=9.83 (2.4x), Training Epochs=300, Expert assignment module=None2020.1074.6
iBOT-vMF (kp)Backbone=ViT-Base/16, Unique Protos.=7573 (92.4%), Evaluation Protocol=Fine-tuned2025.1074
iBOT-vMF (kd)Backbone=ViT-Base/16, Unique Protos.=1634 (19.9%), Evaluation Protocol=Fine-tuned2025.1073.3
RIDE (4 experts)GFlops=4.73 (1.2x), Training Epochs=2002020.1073.2
RIDE (4 experts)GFlops=4.51 (1.1x)2020.1072.6
RIDE (3 experts)GFlops=4.17 (1.0x)2020.1072.2
CARP + DecouplingBackbone=ViT-Base/16, Unique Protos.=65536 (100%), Evaluation Protocol=Fine-tuned2025.1071.8
CARP + DecouplingBackbone=ViT-Small/16, Unique Protos.=65536 (100%), Evaluation Protocol=Fine-tuned2025.1071.7
RIDE (2 experts)GFlops=3.67 (0.9x)2020.1071.4
iBOT-vMFBackbone=ViT-Small/16, Unique Protos.=1804 (22.0%), Evaluation Protocol=Fine-tuned2025.1069.4
iBOT-vMF (kp)Backbone=ViT-Small/16, Unique Protos.=7895 (96.4%), Evaluation Protocol=Fine-tuned2025.1069.3
iBOT-vMF (kd)Backbone=ViT-Small/16, Unique Protos.=1843 (22.5%), Evaluation Protocol=Fine-tuned2025.1069.1
DINO-vMFBackbone=ViT-Small/16, Unique Protos.=1380 (2.1%), Evaluation Protocol=Fine-tuned2025.1068.5
BBNGFlops=4.36 (1.1x)2020.1066.3
LWSGFlops=4.14 (1.0x)2020.1065.9
τ-normGFlops=4.14 (1.0x)2020.1065.6
cRTGFlops=4.14 (1.0x)2020.1065.2
LDAM + DRWGFlops=4.14 (1.0x)2020.1064.6
PMSN (λ = 5)Backbone=ViT-Small/16, Unique Protos.=3005 (36.9%), Evaluation Protocol=Fine-tuned2025.1064.2
OLTRGFlops=4.14 (1.0x)2020.1063.9
MSN (λ = 1)Backbone=ViT-Small/16, Unique Protos.=3363 (41.3%), Evaluation Protocol=Fine-tuned2025.1063.5
CEGFlops=4.14 (1.0x)2020.1061.7
CB-FocalGFlops=4.14 (1.0x)2020.1061.1
MSN (λ = 1)Backbone=ViT-Small/16, Unique Protos.=3363 (41.3%), Evaluation Protocol=Linear2025.1053.8
iBOT-vMF (kp)Backbone=ViT-Base/16, Unique Protos.=7573 (92.4%), Evaluation Protocol=Linear2025.1051.4
iBOT-vMF (kp)Backbone=ViT-Small/16, Unique Protos.=7895 (96.4%), Evaluation Protocol=Linear2025.1051.1
iBOT-vMF (kd)Backbone=ViT-Small/16, Unique Protos.=1843 (22.5%), Evaluation Protocol=Linear2025.1050.5
iBOT-vMF (kd)Backbone=ViT-Base/16, Unique Protos.=1634 (19.9%), Evaluation Protocol=Linear2025.1050.4
iBOT-vMFBackbone=ViT-Small/16, Unique Protos.=1804 (22.0%), Evaluation Protocol=Linear2025.1050.1
DINO-vMFBackbone=ViT-Small/16, Unique Protos.=1380 (2.1%), Evaluation Protocol=Linear2025.1049.7
CARP + DecouplingBackbone=ViT-Small/16, Unique Protos.=65536 (100%), Evaluation Protocol=Linear2025.1049.1
CARP + DecouplingBackbone=ViT-Base/16, Unique Protos.=65536 (100%), Evaluation Protocol=Linear2025.1048.3
PMSN (λ = 5)Backbone=ViT-Small/16, Unique Protos.=3005 (36.9%), Evaluation Protocol=Linear2025.1041.8