Multi-label Image Classification on MS-COCO 2014 (test)
75.3F1 Score (Top-3)MCAR
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MCARInput Size=576x576, Backbone=ResNet-1012020.07 | 75.3 | 84.5 | 84.3 | 73.9 | 78.7 | 86.9 | 76.1 | 81.1 | 87.8 | 65.9 | 90.4 | 67.1 | 77 | |
| MCARInput Size=448x448, Backbone=ResNet-1012020.07 | 75.1 | 83.8 | 85 | 72.1 | 78 | 88 | 73.9 | 80.3 | 88.1 | 65.5 | 91 | 66.3 | 76.7 | |
| MS-CMAbackbone=ResNet-101, multi-scale=true2019.12 | 74.9 | 83.8 | 82.9 | 74.4 | 78.4 | 84.4 | 77.9 | 81 | 88.2 | 65 | 90.2 | 67.4 | 77.1 | |
| CMAbackbone=ResNet-1012019.12 | 74.3 | 83.4 | 83.4 | 72.9 | 77.8 | 86.8 | 76.3 | 80.9 | 86.7 | 64.9 | 90.9 | 67.2 | 77.2 | |
| ML-GCNyear=20192019.12 | 74.2 | 82.4 | 82.1 | 73.1 | 77.3 | 83.7 | 76.3 | 79.9 | 87.2 | 64.6 | 89.1 | 66.7 | 76.3 | |
| SSGRLInput Size=448x448, Backbone=ResNet-101, reproduced=true2020.07 | 73.5 | 81.9 | 84.2 | 70.3 | 76.6 | 85.8 | 72.4 | 78.6 | 88 | 63.1 | 90.2 | 64.5 | 75.2 | |
| SSGRLInput Size=576x576, Backbone=ResNet-1012020.07 | 72.7 | 83.8 | 89.9 | 68.5 | 76.8 | 91.3 | 70.8 | 79.7 | 91.9 | 62.5 | 93.8 | 64.1 | 76.2 | |
| MCARInput Size=288x288, Backbone=ResNet-1012020.07 | 72.4 | 80.5 | 81.8 | 69.2 | 75 | 84.9 | 72.2 | 78 | 85.8 | 62.6 | 88.9 | 64.7 | 74.9 | |
| Multi-Evidenceyear=20182019.12 | 70.6 | — | 80.4 | 70.2 | 74.9 | 85.2 | 72.5 | 78.4 | 84.5 | 62.2 | 89.1 | 64.3 | 74.7 | |
| Multi-EvidenceInput Size=448x448, Backbone=ResNet-1012020.07 | 70.6 | — | 80.4 | 70.2 | 74.9 | 85.2 | 72.5 | 78.4 | 84.5 | 62.2 | 89.1 | 64.3 | 74.7 | |
| BaselineInput Size=448x448, Backbone=ResNet-1012020.07 | 69.9 | 77.1 | 72.7 | 72.3 | 72.5 | 77.4 | 75.5 | 76.5 | 77.8 | 63.5 | 84 | 65.5 | 73.6 | |
| ResNet-101Input Size=448x448, Backbone=ResNet-1012020.07 | 69.5 | — | 73.8 | 72.9 | 72.8 | 77.5 | 75.1 | 76.3 | 78.3 | 63.7 | 83.8 | 64.9 | 73.1 | |
| ML-ZSLyear=20182019.12 | 69 | — | — | — | — | — | — | — | 74.1 | 64.5 | — | — | — | |
| ML-ZSLBackbone=ResNet-1522020.07 | 69 | — | — | — | — | — | — | — | 74.1 | 64.5 | — | — | — | |
| ACfsInput Size=288x288, Backbone=ResNet-1012020.07 | 68 | 77.5 | 77.4 | 68.3 | 72.2 | 79.8 | 73.1 | 76.3 | 85.2 | 59.4 | 86.6 | 63.3 | 73.1 | |
| Order-Free RNNBackbone=ResNet-1522020.07 | 67.7 | — | 71.6 | 54.8 | 62.1 | — | — | — | 74.2 | 62.2 | — | — | — | |
| RNN-Attentionyear=20172019.12 | 67.4 | — | — | — | — | — | — | — | 79.1 | 58.7 | 84 | 63 | 72 | |
| SRNyear=20172019.12 | 67.4 | 77.1 | 81.6 | 65.4 | 71.2 | 82.7 | 69.9 | 75.8 | 85.2 | 58.8 | 87.4 | 62.5 | 72.9 | |
| RDALBackbone=VGG162020.07 | 67.4 | — | — | — | — | — | — | — | 79.1 | 58.7 | 84 | 63 | 72 | |
| SRNInput Size=224x224, Backbone=ResNet-1012020.07 | 67.4 | 77.1 | 81.6 | 65.4 | 71.2 | 82.7 | 69.9 | 75.8 | 85.2 | 58.8 | 87.4 | 62.5 | 72.9 | |
| S-CLsyear=20182019.12 | 66.8 | 74.6 | — | — | 69.2 | — | — | 74 | — | — | — | — | 72.7 | |
| Order-Free RNNyear=20182019.12 | 62.1 | — | — | — | — | — | — | — | 71.6 | 54.8 | 74.2 | 62.2 | 67.7 | |
| CNN-RNNyear=20162019.12 | 60.4 | 61.2 | — | — | — | — | — | — | 66 | 55.6 | 69.2 | 66.4 | 67.8 | |
| CNN-RNNBackbone=VGG162020.07 | 60.4 | 61.2 | — | — | — | — | — | — | 66 | 55.6 | 69.2 | 66.4 | 67.8 | |
| CNN-LSEPyear=20172019.12 | — | — | 73.5 | 56.4 | 62.9 | 76.3 | 61.8 | 68.3 | — | — | — | — | — | |
| CNN-SREL-RNNyear=20172019.12 | — | — | 67.4 | 59.8 | 63.4 | 76.6 | 68.7 | 72.4 | — | — | — | — | — | |
| PLAInput Size=288x288, Backbone=ResNet-1012020.07 | — | — | 80.4 | 68.9 | 74.2 | 81.5 | 73.3 | 77.1 | — | — | — | — | — |