目标检测强化上下文模型
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郑晨斌,张勇,胡杭,吴颖睿,黄广靖
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Object detection enhanced context model
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Chen-bin ZHENG,Yong ZHANG,Hang HU,Ying-rui WU,Guang-jing HUANG
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| 表 6 各目标检测器在VOC2007测试集上的完整检测结果 |
| Tab.6 Complete detection results of each object detector on VOC2007 test set |
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| 方法 | $\varPhi $/% | aero | bike | bird | boat | bottle | bus | car | cat | chair | cow | table | dog | horse | mbike | person | plant | sheep | sofa | train | tv | | 注：部分论文中没有给出VOC2007测试集上的完整检测结果，1）网络模型是本文使用对应论文公开发布的权重文件的检测结果. | | Faster R-CNN[19] | 73.17 | 76.5 | 79.0 | 70.9 | 65.5 | 52.1 | 83.1 | 84.7 | 86.4 | 52.0 | 81.9 | 65.7 | 84.8 | 84.6 | 77.5 | 76.7 | 38.8 | 73.6 | 73.9 | 83.0 | 72.6 | | ION[20] | 75.55 | 79.2 | 83.1 | 77.6 | 65.6 | 54.9 | 85.4 | 85.1 | 87.0 | 54.4 | 80.6 | 73.8 | 85.3 | 82.2 | 82.2 | 74.4 | 47.1 | 75.8 | 72.7 | 84.2 | 80.4 | | R-FCN[21] | 79.51 | 82.5 | 83.7 | 80.3 | 69.0 | 69.2 | 87.5 | 88.4 | 88.4 | 65.4 | 87.3 | 72.1 | 87.9 | 88.3 | 81.3 | 79.8 | 54.1 | 79.6 | 78.8 | 87.1 | 79.5 | | SSD300*[12] | 77.51 | 79.5 | 83.9 | 76.0 | 69.6 | 50.5 | 87.0 | 85.7 | 88.1 | 60.3 | 81.5 | 77.0 | 86.1 | 87.5 | 84.0 | 79.4 | 52.3 | 77.9 | 79.5 | 87.6 | 76.8 | | ${\rm{DSOD30}}{{\rm{0}}}$ 1) | 77.66 | 80.5 | 85.5 | 76.7 | 70.9 | 51.5 | 87.4 | 87.9 | 87.1 | 61.7 | 79.3 | 77.1 | 83.2 | 87.1 | 85.6 | 80.9 | 48.5 | 78.7 | 80.2 | 86.7 | 76.7 | | DSSD321[12] | 78.63 | 81.9 | 84.9 | 80.5 | 68.4 | 53.9 | 85.6 | 86.2 | 88.9 | 61.1 | 83.5 | 78.7 | 86.7 | 88.7 | 86.7 | 79.7 | 51.7 | 78.0 | 80.9 | 87.2 | 79.4 | | ${\rm{FSSD}}{300}$ 1) | 78.77 | 82.3 | 85.8 | 78.2 | 73.6 | 56.8 | 86.3 | 86.4 | 88.1 | 60.3 | 85.8 | 77.7 | 85.3 | 87.7 | 85.4 | 79.9 | 54.1 | 77.9 | 78.7 | 88.4 | 76.7 | | RefineDet320[24] | 79.97 | 83.9 | 85.4 | 81.4 | 75.5 | 60.2 | 86.4 | 88.1 | 89.1 | 62.7 | 83.9 | 77.0 | 85.4 | 87.1 | 86.7 | 82.6 | 55.3 | 82.7 | 78.5 | 88.1 | 79.4 | | ${\rm{RFB}}\,{\rm{Net}}{300}$ 1) | 80.42 | 83.7 | 87.6 | 78.9 | 74.8 | 59.8 | 88.8 | 87.5 | 87.9 | 65.0 | 85.0 | 77.1 | 86.1 | 88.4 | 86.6 | 81.7 | 58.1 | 81.5 | 81.2 | 88.4 | 80.2 | | ECMNet300 | 80.52 | 83.9 | 88.3 | 79.9 | 73.1 | 61.8 | 88.7 | 87.9 | 87.8 | 64.1 | 85.7 | 78.9 | 86.2 | 88.5 | 86.9 | 82.4 | 56.8 | 79.6 | 81.3 | 88.4 | 80.2 |
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