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ResearchFormerly WizWand

Multi-label Classification on NUS-WIDE (mAP, F1@K3, F1@K5)

47.8mAPBiAM
0.27212.61124.9537.289Aug 20, 2021Oct 19, 2021Dec 19, 2021Feb 18, 2022Apr 19, 2022Jun 19, 2022Aug 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
BiAM2021.0847.859.653.4
ADDSType=ov, Backbone=ViT-L-336, Input Resolution=448x4482022.0842.6738.2740.49
ADDSType=ov, Backbone=ViT-L-336, Input Resolution=336x3362022.0839.0136.9639.28
ADDSType=ov, Backbone=ViT-B-32, Input Resolution=224x2242022.0836.5634.2236.65
ML-DecoderType=zsl, Backbone=ViT-L-336, Backbone Tuning=frozen, Input Resolution=336x3362022.0833.73132.1
Attention per Label2021.0832.656.851.3
Attention per Cluster2021.0831.756.650.7
LESA2021.0831.55852
ML-DecoderType=zsl, Backbone=TResNet-L, Input Resolution=448x4482022.0831.134.130.8
CNN-RNN2021.0828.355.250.8
BIAMType=zsl2022.0826.333.130.7
Our ApproachTask=ZSL2021.0826.333.130.7
SDLType=zsl2022.0825.930.527.8
Generative ML-ZSLType=zsl2022.0825.732.829.3
Fast0Tag2021.0822.453.848.6
Logistic2021.0821.651.146.1
LESAType=zsl2022.0819.431.628.7
LESATask=ZSL2021.0819.431.628.7
ML-DecoderType=zsl, Backbone=ViT-L-336, Backbone Tuning=unfrozen, Input Resolution=336x3362022.0816.616.217.8
FastTagType=zsl2022.0815.127.826.4
Fast0TagTask=ZSL2021.0815.127.826.4
One Attention per ClusterType=zsl, M=102022.0812.924.622.9
Attention per ClusterTask=ZSL2021.0812.924.622.9
One Attention per LabelType=zsl2022.0810.425.823.6
Attention per LabelTask=ZSL2021.0810.425.823.6
CONSEType=zsl2022.089.421.620.2
CONSETask=ZSL2021.089.421.620.2
Our ApproachTask=GZSL2021.089.316.119
LabelEMType=zsl2022.087.119.219.5
LabelEMTask=ZSL2021.087.119.219.5
LESATask=GZSL2021.085.614.416.8
Fast0TagTask=GZSL2021.083.711.513.5
Attention per LabelTask=GZSL2021.083.710.913.2
WARP2021.083.154.449.4
WSABIE2021.083.153.849.2
Attention per ClusterTask=GZSL2021.082.66.47.7
LabelEMTask=GZSL2021.082.29.511.3
CONSETask=GZSL2021.082.178.1