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ResearchFormerly WizWand

Image Classification on Triangle (test)

99.64AccuracyAiT-Base
55.564867.007478.4589.8926Sep 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AiT-BaseSize (M)=91.0, #FLOPs=5.77×10⁹2023.0999.6481.95
ViT-BaseSize (M)=85.7, #FLOPs=5.60×10⁹2023.0999.6380.46
ViT-MediumSize (M)=42.7, #FLOPs=2.81×10⁹2023.0999.6279.27
AiT-MediumSize (M)=45.9, #FLOPs=2.89×10⁹2023.0999.5781.58
AiT-SmallSize (M)=15.8, #FLOPs=9.64×10⁸2023.0999.4779.7
ViT-SmallSize (M)=14.9, #FLOPs=9.36×10⁸2023.0999.4777.4
PerceiverSize (M)=44.9, #FLOPs=2.37×10⁹2023.0996.7877.31
CoordinationSize (M)=2.2, #FLOPs=1.46×10⁸2023.0991.6670.29
Coordination-DSize (M)=2.2, #FLOPs=2.91×10⁸2023.0986.2867.16
Coordination-DHSize (M)=16.6, #FLOPs=3.15×10⁸2023.0981.7868.66
Coordination-HSize (M)=8.4, #FLOPs=1.59×10⁸2023.0972.5366.54
Set TransformerSize (M)=2.2, #FLOPs=1.11×10⁸2023.0960.3157.97
BRIMSSize (M)=4.4, #FLOPs=1.43×10⁸2023.0958.3450.06
LunaSize (M)=77.6, #FLOPs=5.08×10⁹2023.0957.2642.83