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ResearchFormerly WizWand

Fill-In-The-Blank on Polyvore Disjoint (test)

64.17FITB AccuracyMUFIN
38.201244.943151.68558.4269Sep 16, 2021Jan 14, 2022May 15, 2022Sep 13, 2022Jan 11, 2023May 12, 2023Sep 10, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MUFINα=12023.0964.17
MUFINBackbone=Resnet18, α=12023.0961.63
ADDE-OModality=Visual + Textual2023.0960.53
CSA-NetLabels α%=100%, Uses text labels=false, Explicit type conditioning=true2021.0959.3
CSA-NetModality=Visual2023.0959.26
Type-awareModality=Visual + Textual2023.0955.65
Type-AwareLabels α%=100%, Uses text labels=true, Explicit type conditioning=true2021.0955.2
OursLabels α%=100%, Uses text labels=false, Explicit type conditioning=false2021.0954.6
S-VALModality=Visual2023.0954.3
SCE-Net averageModality=Visual + Textual2023.0953.67
SCE-Net (avg)Labels α%=100%, Uses text labels=true, Explicit type conditioning=false2021.0953.6
CSN T1:1 + VSELabels α%=100%, Uses text labels=true, Explicit type conditioning=true2021.0953
CSN T1:1Labels α%=100%, Uses text labels=false, Explicit type conditioning=true2021.0952.5
Siamese NetworkLabels α%=100%, Uses text labels=false, Explicit type conditioning=false2021.0951.8
Ours + DLabels α%=5%, Uses text labels=false, Explicit type conditioning=false, Additional unlabeled data=true2021.0951.5
SSVRModality=Visual + Textual2023.0951.5
OursLabels α%=5%, Uses text labels=false, Explicit type conditioning=false2021.0951.4
Siamese NetworkLabels α%=5%, Uses text labels=false, Explicit type conditioning=false2021.0947
Bi-LSTM +VSELabels α%=100%, Uses text labels=true, Explicit type conditioning=false2021.0939.4
Color attributeLabels α%=N/A, Uses text labels=false, Explicit type conditioning=false2021.0939.2