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ResearchFormerly WizWand

Image Classification on iNaturalist 2018 (natural world distribution)

0.756Acc (Total)MDCS
0.471040.545020.6190.69298Oct 28, 2019Jun 15, 2020Feb 2, 2021Sep 22, 2021May 12, 2022Dec 30, 2022Aug 19, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MDCSEpochs=400, RandAugment=true2023.080.7560.7650.7550.752
ResComBackbone=ResNet-502022.030.7520.7160.750.756
NCLEpochs=400, RandAugment=true2023.080.7490.7270.7560.745
SADEEpochs=400, RandAugment=true2023.080.7450.7550.7370.751
DiVEBackbone=ResNet-50, Number of experts=42022.030.734———
PaCoBackbone=ResNet-502022.030.7320.7030.7320.736
RIDEEpochs=200, RandAugment=false2023.080.7320.7050.7370.733
PaCoEpochs=400, RandAugment=true2023.080.7320.7030.7320.736
SADEEpochs=200, RandAugment=false2023.080.7290.7450.7250.73
ACEEpochs=400, RandAugment=false2023.080.729———
RIDEBackbone=ResNet-50, Number of experts=42022.030.7260.7090.7240.731
MDCSEpochs=100, RandAugment=true2023.080.7250.7180.7310.724
BCLEpochs=100, RandAugment=true2023.080.718———
BSCEEpochs=400, RandAugment=true2023.080.7180.7230.7260.717
ACEBackbone=ResNet-1522019.100.7170.6920.7080.727
MISLASBackbone=ResNet-502022.030.7160.7040.7240.732
SSDBackbone=ResNet-502022.030.715———
GistNetBackbone=ResNet-502022.030.708———
DisAlignBackbone=ResNet-502022.030.706———
RSGBackbone=ResNet-502022.030.703———
LADEBackbone=ResNet-502022.030.7———
ELFBackbone=ResNet-502022.030.6980.7270.7040.683
LWSBackbone=ResNet-1522019.100.6910.6940.6950.686
cRTBackbone=ResNet-1522019.100.6850.7360.6930.663
ACEBackbone=ResNet-502019.100.6830.6660.680.682
SSPBackbone=ResNet-502019.100.681———
BBNBackbone=ResNet-502019.100.663———
BBNEpochs=100, RandAugment=false2023.080.6630.4940.7080.653
LWSBackbone=ResNet-502019.100.6590.650.6630.655
PCBackbone=ResNet-152, implementation=re-implemented2019.100.6590.7210.6720.613
cRTBackbone=ResNet-502019.100.6520.690.660.632
τ-normEpochs=100, RandAugment=false2023.080.6520.6560.6530.659
BaselineBackbone=ResNet-1522019.100.650.7520.6630.607
LDAM-DRWBackbone=ResNet-50, implementation=author's code2019.100.646———
PCBackbone=ResNet-50, implementation=re-implemented2019.100.6210.7090.6460.596
NCMBackbone=ResNet-1522019.100.6190.5930.6190.626
BaselineBackbone=ResNet-502019.100.6170.7220.630.572
NCMBackbone=ResNet-502019.100.5820.5550.5790.593
CEEpochs=200, RandAugment=false2023.080.4820.6810.4150.14