Image Classification on VOC 2007 (trainval test)
98.9AP (Plane)VeryDeep
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VeryDeepBackbone Architecture=16-layer VGG CNN2015.04 | 98.9 | 89.7 | 95 | 96.8 | 95.4 | 69.7 | 90.4 | 93.5 | 96 | 74.2 | 86.6 | 87.8 | 96 | 96.3 | 93.1 | 97.2 | 70 | 92.1 | 80.3 | 98.1 | 87 | |
| FusionStrategy=Average score fusion of VeryDeep and FeV+LV-20-VD2015.04 | 98.2 | 92 | 96.9 | 97.1 | 95.8 | 74.3 | 94.2 | 96.7 | 96.7 | 76.7 | 90.5 | 88 | 96.9 | 97.7 | 95.9 | 98.6 | 78.5 | 93.6 | 82.4 | 98.4 | 90.4 | |
| FeV+LV-20-VDBackbone Architecture=16-layer VGG CNN2015.04 | 97.9 | 90.6 | 97 | 96.6 | 94.6 | 73.6 | 93.9 | 96.5 | 95.5 | 73.7 | 90.3 | 82.8 | 95.4 | 97.7 | 95.9 | 98.6 | 77.6 | 88.7 | 78 | 98.3 | 89 | |
| FeV+LV-10Backbone Architecture=8-layer CNN, Label Categories=102015.04 | 96.6 | 85 | 93.6 | 94 | 89.5 | 59.6 | 87.4 | 94.8 | 91 | 67.3 | 81.4 | 76.3 | 91 | 93.5 | 91.4 | 96.1 | 64.2 | 83.4 | 68.5 | 95.8 | 84 | |
| HCP-2000CBackbone Architecture=8-layer CNN, Pre-training Dataset=ILSVRC 2012 + additional 1000 categories2015.04 | 96 | 85.2 | 92.1 | 93.7 | 93.4 | 58.7 | 84 | 93.4 | 92 | 62.8 | 89.1 | 76.3 | 91.4 | 95 | 87.8 | 93.1 | 69.9 | 90.3 | 68 | 96.8 | 80.6 | |
| FeV+LV-20Backbone Architecture=8-layer CNN, Label Categories=202015.04 | 95.7 | 86.2 | 94.6 | 93.9 | 87.8 | 62.7 | 87.9 | 94.8 | 92.2 | 67.5 | 82.4 | 77.8 | 92 | 93.2 | 92.2 | 97.1 | 72.5 | 85.3 | 73.4 | 96.2 | 85.5 | |
| HCP-1000CBackbone Architecture=8-layer CNN, Pre-training Dataset=ILSVRC 20122015.04 | 95.1 | 81.5 | 90.1 | 92.8 | 89.9 | 51.5 | 80 | 91.7 | 91.6 | 57.7 | 77.8 | 70.9 | 89.3 | 89.3 | 85.2 | 93 | 64 | 85.7 | 62.7 | 94.4 | 78.3 | |
| FeVBackbone Architecture=8-layer CNN2015.04 | 93.3 | 83.7 | 92.8 | 91.8 | 86.5 | 57.5 | 84.3 | 93.7 | 90.6 | 64.7 | 78.9 | 74.1 | 90.3 | 91.1 | 90.7 | 95.7 | 67.4 | 82.4 | 70.8 | 94.3 | 83.3 | |
| CNN-SVMBackbone Architecture=8-layer CNN, Pre-training Dataset=ILSVRC 20122015.04 | 88.5 | 73.9 | 81 | 83.5 | 82 | 42 | 72.5 | 85.3 | 81.6 | 59.9 | 58.5 | 66.3 | 77.8 | 81.8 | 78.8 | 90.2 | 54.8 | 71.1 | 62.6 | 87.4 | 71.8 | |
| PRE-1000CBackbone Architecture=8-layer CNN, Pre-training Dataset=ILSVRC 20122015.04 | 88.5 | 77.7 | 81.5 | 87.9 | 82 | 47.5 | 75.5 | 90.1 | 87.2 | 61.6 | 75.7 | 67.3 | 85.5 | 83.5 | 80 | 95.6 | 60.8 | 76.8 | 58 | 90.4 | 77.9 | |
| AMMFeature Type=Hand-crafted2015.04 | 84.5 | 71.3 | 81.5 | 65 | 71.4 | 52.2 | 76.2 | 87.2 | 68.5 | 63.8 | 55.8 | 65.8 | 55.6 | 84.8 | 77 | 91.1 | 55.2 | 60 | 69.7 | 83.6 | 77 | |
| AGSFeature Type=Hand-crafted2015.04 | 82.2 | 71.1 | 83 | 58.4 | 76.1 | 56.4 | 77.5 | 88.8 | 69.1 | 62.2 | 61.8 | 64.2 | 51.3 | 85.4 | 80.2 | 91.1 | 48.1 | 61.7 | 67.7 | 86.3 | 70.9 |