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Multi-label Image Classification on NUS-WIDE 81 concept labels (test)

58.7F1 (Class)

Ours-S-Cls (w/)

Updated 4d ago

Evaluation Results

Method	Links
Ours-S-Cls (w/) 2018.09		58.7	60.1	-	-	73.7	-	-
ResNet-SRN 2017.02		58.5	62	65.2	55.8	73.4	75.5	71.5
ResNet-SRN-att 2017.02		56.9	61.8	67.5	52.5	73.2	76.5	70.1
ResNet-101 2017.02		55.7	59.8	65.8	51.9	72.5	75.9	69.5
ResNet-107 2017.02		55.6	59.5	65.4	52.2	72.6	75.5	70
Attention transfer 2018.09		55.2	57.6	-	-	70.3	-	-
ResNet-101-semantic 2017.02		54.9	60.1	69.3	48.6	72.6	76.9	68.8
FitNets 2018.09		54.9	57.4	-	-	70.4	-	-
Distillation 2018.09		54.3	57.2	-	-	69.5	-	-
Ours-S-Cls (w/) 2018.09		53.8	-	-	-	71.1	-	-
CNN-LSEP 2018.09		52.9	-	-	-	70.8	-	-
CNN-SREL-RNN 2018.09		52.8	-	-	-	71	-	-
Ours-S-Cls (w/o) 2018.09		52	55.6	-	-	67.2	-	-
Attention transfer 2018.09		51.7	-	-	-	68.8	-	-
FitNets 2018.09		51.4	-	-	-	68.6	-	-
Distillation 2018.09		50.3	-	-	-	67.5	-	-
ResNet-SRN 2017.02		48.9	-	48.2	58.9	62.2	56.2	69.6
ResNet-SRN-att 2017.02		47.7	-	47.4	57.7	62.2	56.2	69.6
Ours-S-Cls (w/o) 2018.09		47.5	-	-	-	64.8	-	-
ResNet-101 2017.02		47	-	46.9	56.8	61.7	55.8	69.1
ResNet-101-semantic 2017.02		47	-	46.4	55.3	61.8	55.9	69.2
ResNet-107 2017.02		46.9	-	46.7	56.8	61.8	55.9	69.2
RLSD 2018.09		46.9	-	-	-	60.3	-	-
MCG-CNN-LSTM 2018.09		46.1	-	-	-	59.9	-	-
Tag-Neighbors 2018.09		45.2	-	-	-	62.5	-	-
CNN-RNN 2017.02		34.7	-	40.5	30.4	55.2	49.9	61.7
CNN-RNN 2018.09		34.7	-	-	-	55.2	-	-
WARP 2017.02		33.5	-	31.7	35.6	53.9	48.6	60.5
KNN 2017.02		24.3	-	32.6	19.3	47.6	42.9	53.4
Tag-Neighbors 2018.09		-	52.8	-	-	-	-	-
MCG-CNN-LSTM 2018.09		-	52.4	-	-	-	-	-
RLSD 2018.09		-	54.1	-	-	-	-	-
KCCA 2018.09		-	52.2	-	-	-	-	-