Multi-label Image Classification on NUS-WIDE 81 concept labels (test)
58.7F1 (Class)Ours-S-Cls (w/)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ours-S-Cls (w/)Prediction Scope=All, Knowledge Distillation=true2018.09 | 58.7 | 60.1 | — | — | 73.7 | — | — | |
| ResNet-SRNlabel prediction strategy=All2017.02 | 58.5 | 62 | 65.2 | 55.8 | 73.4 | 75.5 | 71.5 | |
| ResNet-SRN-attlabel prediction strategy=All2017.02 | 56.9 | 61.8 | 67.5 | 52.5 | 73.2 | 76.5 | 70.1 | |
| ResNet-101label prediction strategy=All2017.02 | 55.7 | 59.8 | 65.8 | 51.9 | 72.5 | 75.9 | 69.5 | |
| ResNet-107label prediction strategy=All2017.02 | 55.6 | 59.5 | 65.4 | 52.2 | 72.6 | 75.5 | 70 | |
| Attention transferPrediction Scope=All2018.09 | 55.2 | 57.6 | — | — | 70.3 | — | — | |
| ResNet-101-semanticlabel prediction strategy=All2017.02 | 54.9 | 60.1 | 69.3 | 48.6 | 72.6 | 76.9 | 68.8 | |
| FitNetsPrediction Scope=All2018.09 | 54.9 | 57.4 | — | — | 70.4 | — | — | |
| DistillationPrediction Scope=All2018.09 | 54.3 | 57.2 | — | — | 69.5 | — | — | |
| Ours-S-Cls (w/)Prediction Scope=Top-3, Knowledge Distillation=true2018.09 | 53.8 | — | — | — | 71.1 | — | — | |
| CNN-LSEPPrediction Scope=All2018.09 | 52.9 | — | — | — | 70.8 | — | — | |
| CNN-SREL-RNNPrediction Scope=All2018.09 | 52.8 | — | — | — | 71 | — | — | |
| Ours-S-Cls (w/o)Prediction Scope=All, Knowledge Distillation=false2018.09 | 52 | 55.6 | — | — | 67.2 | — | — | |
| Attention transferPrediction Scope=Top-32018.09 | 51.7 | — | — | — | 68.8 | — | — | |
| FitNetsPrediction Scope=Top-32018.09 | 51.4 | — | — | — | 68.6 | — | — | |
| DistillationPrediction Scope=Top-32018.09 | 50.3 | — | — | — | 67.5 | — | — | |
| ResNet-SRNlabel prediction strategy=top-32017.02 | 48.9 | — | 48.2 | 58.9 | 62.2 | 56.2 | 69.6 | |
| ResNet-SRN-attlabel prediction strategy=top-32017.02 | 47.7 | — | 47.4 | 57.7 | 62.2 | 56.2 | 69.6 | |
| Ours-S-Cls (w/o)Prediction Scope=Top-3, Knowledge Distillation=false2018.09 | 47.5 | — | — | — | 64.8 | — | — | |
| ResNet-101label prediction strategy=top-32017.02 | 47 | — | 46.9 | 56.8 | 61.7 | 55.8 | 69.1 | |
| ResNet-101-semanticlabel prediction strategy=top-32017.02 | 47 | — | 46.4 | 55.3 | 61.8 | 55.9 | 69.2 | |
| ResNet-107label prediction strategy=top-32017.02 | 46.9 | — | 46.7 | 56.8 | 61.8 | 55.9 | 69.2 | |
| RLSDPrediction Scope=Top-32018.09 | 46.9 | — | — | — | 60.3 | — | — | |
| MCG-CNN-LSTMPrediction Scope=Top-32018.09 | 46.1 | — | — | — | 59.9 | — | — | |
| Tag-NeighborsPrediction Scope=Top-32018.09 | 45.2 | — | — | — | 62.5 | — | — | |
| CNN-RNNlabel prediction strategy=top-32017.02 | 34.7 | — | 40.5 | 30.4 | 55.2 | 49.9 | 61.7 | |
| CNN-RNNPrediction Scope=Top-32018.09 | 34.7 | — | — | — | 55.2 | — | — | |
| WARPlabel prediction strategy=top-32017.02 | 33.5 | — | 31.7 | 35.6 | 53.9 | 48.6 | 60.5 | |
| KNNlabel prediction strategy=top-32017.02 | 24.3 | — | 32.6 | 19.3 | 47.6 | 42.9 | 53.4 | |
| KCCAPrediction Scope=All2018.09 | — | 52.2 | — | — | — | — | — | |
| MCG-CNN-LSTMPrediction Scope=All2018.09 | — | 52.4 | — | — | — | — | — | |
| RLSDPrediction Scope=All2018.09 | — | 54.1 | — | — | — | — | — | |
| Tag-NeighborsPrediction Scope=All2018.09 | — | 52.8 | — | — | — | — | — |