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ResearchFormerly WizWand

Multimodal Multiclass Classification on FOOD-101 (test)

94.6AccuracyME
-0.133624.460749.05573.6493Sep 6, 2019May 18, 2020Jan 29, 2021Oct 11, 2021Jun 24, 2022Mar 6, 2023Nov 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MEFusion AGG=false, Fusion ALI=true, Backbone Image=DenseNet, Backbone Text=BERT2023.0594.6
MLAModality=Multi2023.1193.33
MMBT-LargeModel Scale=Large2019.0993.2
CMA-CLIPFusion AGG=true, Fusion ALI=true, Backbone Image=ViT, Backbone Text=Transformer2023.0593.1
ViLBertFine-tuning Source=Standard pre-trained2019.0992.9
QMFModality=Multi2023.1192.87
HUSEFusion AGG=true, Fusion ALI=true, Backbone Image=Graph-RISE, Backbone Text=BERT2023.0592.3
ViLBert-RefcocoFine-tuning Source=Refcoco2019.0992.2
ViLBert-Flickr30kFine-tuning Source=Flickr30k2019.0992.2
MMBT2019.0992.1
MMBTModel Scale=Base2019.0992.1
ViLBert-VQAFine-tuning Source=VQA2019.0992.1
ViLBert-VCRFine-tuning Source=VCR2019.0992.1
ViLTFusion AGG=true, Fusion ALI=true, Backbone Image=ViT, Backbone Text=BERT2023.0592
Late FusionDescription=Averages scores of Bert and Img classifiers2019.0991.1
Bilinear-gated (BG)2019.0990.8
Late FusionModality=Multi2023.1190.21
FiLMBertDescription=FiLM + BERT, Backbone=ResNet-152 features2019.0990.2
ConcatBertDescription=Concatenation of Bert and Img baselines2019.0990
BiGatedModality=Multi2023.1188.87
OGM-GEModality=Multi2023.1187.54
FiLMModality=Multi2023.1187.21
BertModality=Text-only, Backbone=BERT base-uncased2019.0987.2
MLAModality=Text2023.1186.47
ConcatModality=Multi2023.1186.32
SumModality=Multi2023.1186.19
ConcatModality=Text2023.1186.02
FiLMModality=Text2023.1185.84
BiGatedModality=Text2023.1185.79
SumModality=Text2023.1185.63
Late FusionModality=Text2023.1185.19
OGM-GEModality=Text2023.1185.17
Word2vec+VGGNet (W+V)2019.0985.1
QMFModality=Text2023.1184.13
ConcatBowDescription=Concatenation of Bow and Img baselines2019.0979
BowModality=Text-only2019.0972.4
MLAModality=Image2023.1169.6
ImgModality=Image-only, Backbone=ResNet-1522019.0963.2
Late FusionModality=Image2023.1158.46
QMFModality=Image2023.1145.74
OGM-GEModality=Image2023.1122.35
BiGatedModality=Image2023.1114.2
FiLMModality=Image2023.114.68
SumModality=Image2023.114.57
ConcatModality=Image2023.113.51