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ResearchFormerly WizWand

Image Classification on iNaturalist Few-shot 2018

74.3Top-1 AccuracyRIDE (6 experts)
56.51661.13365.7570.367Oct 5, 2020
Updated 8mo ago

Evaluation results

MethodLinks
RIDE (6 experts)GFlops=9.83 (2.4x), Training Epochs=300, Expert assignment module=None2020.1074.3
RIDE (4 experts)GFlops=4.73 (1.2x), Training Epochs=2002020.1073.3
RIDE (4 experts)GFlops=4.51 (1.1x)2020.1073.1
RIDE (3 experts)GFlops=4.17 (1.0x)2020.1072.7
RIDE (2 experts)GFlops=3.67 (0.9x)2020.1071.7
τ-normGFlops=4.14 (1.0x)2020.1065.9
LWSGFlops=4.14 (1.0x)2020.1065.5
BBNGFlops=4.36 (1.1x)2020.1065.3
OLTRGFlops=4.14 (1.0x)2020.1064.9
cRTGFlops=4.14 (1.0x)2020.1063.2
CEGFlops=4.14 (1.0x)2020.1057.2