研究文章
使用改进的面具R-CNN快速车辆和行人检测
|
| Backbone_class |
SF-FPN + resnet101_81 |
SF-FPN + resnet86_81 |
SF-FPN + resnet50_81 |
SF-FPN + resnet101_3 |
SF-FPN + resnet86_3 |
SF-FPN + resnet50_3 |
|
| Epoch_steps |
160年_1000 |
160年_1000 |
160年_1000 |
160年_1000 |
160年_1000 |
160年_1000 |
| 总参数 |
64158584 |
58549624 |
45088120 |
63744170 |
58135210 |
44673706 |
| 失败 |
130205858 |
118834323 |
91542639 |
129377954 |
118006419 |
90714735 |
|
|
62.64 |
58.89 |
46.69 |
76.82 |
76.64 |
69.85 |
|
|
57.32 |
55.18 |
42.79 |
72.93 |
71.88 |
64.92 |
|
|
49.86 |
48.16 |
36.03 |
63.93 |
62.41 |
54.75 |
|
|
36.02 |
34.02 |
23.16 |
44.55 |
42.04 |
34.38 |
|
|
79.62 |
79.20 |
73.05 |
82.76 |
82.46 |
75.21 |
|
|
55.82 |
46.96 |
48.00 |
53.58 |
52.18 |
47.99 |
|
|
