Review Article
[Retracted] Multiobject Detection Algorithm Based on Adaptive Default Box Mechanism
Table 1
Influence of relevant mechanisms on detection results.
| | Data set | Algorithms | Conv 4_3 | Conv 7_fc | Conv F1 | Conv F2 | | AP (%) | AR (%) | FPS | AP (%) | AR (%) | FPS | AP (%) | AR (%) | FPS | AP (%) | AR (%) | FPS |
| | Crowd human | SSD | 84.6 | 72.3 | 59 | 86.4 | 73.5 | 59 | — | — | — | — | — | — | | SSD + FLF | — | — | — | — | — | — | 86.3 | 74.1 | 50 | 87.7 | 75.4 | 50 | | SSD + ADB | 92.1 | 81.6 | 50 | 93.6 | 82.4 | 50 | — | — | — | — | — | — | | SSD + FLF + MR | — | — | — | — | — | — | 87.5 | 75.2 | 50 | 88.6 | 76.7 | 50 | | SSD + FLF + MR + ADB | — | — | — | — | — | — | 94.8 | 82.5 | 50 | 95.3 | 83.4 | 50 |
| | PASCAL VOC 2012 | SSD | 65.3 | 55.2 | 56 | 67.2 | 56.3 | 56 | — | — | — | — | — | — | | SSD + FLF | — | — | — | — | — | — | 67.1 | 57.3 | 47 | 68.4 | 58.3 | 47 | | SSD + ADB | 72.6 | 61.4 | 47 | 74.8 | 62.7 | 47 | — | — | — | — | — | — | | SSD + FLF + MR | — | — | — | — | — | — | 68.3 | 58.6 | 47 | 69.6 | 59.7 | 47 | | SSD + FLF + MR + ADB | — | — | — | — | — | — | 74.5 | 62.4 | 47 | 75.3 | 63.4 | 47 |
| | MS COCO | SSD | 38.1 | 30.2 | 54 | 39.4 | 31.4 | 54 | — | — | — | — | — | — | | SSD + FLF | — | — | — | — | — | — | 40.3 | 32.6 | 44 | 41.6 | 33.8 | 44 | | SSD + ADB | 45.3 | 36.1 | 44 | 46.8 | 37.3 | 44 | — | — | — | — | — | — | | SSD + FLF + MR | — | — | — | — | — | — | 41.2 | 34.1 | 44 | 43.2 | 35.6 | 44 | | SSD + FLF + MR + ADB | — | — | — | — | — | — | 47.6 | 39.2 | 44 | 48.3 | 40.1 | 44 |
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