研究文章
OAB-YOLOv5: One-Anchor-Based YOLOv5旋转对象检测的遥感图像
表2
性能比较DOTA-v1.5测试(OBB任务)(%)。
|
| 新的结果 |
| 方法 |
参数个数 |
PL |
双相障碍 |
BR |
GTF |
SV |
LV |
上海 |
TC |
公元前 |
圣 |
SBF |
类风湿性关节炎 |
哈 |
SP |
HC |
CC |
地图 |
|
| DCL [36] |
33.4米 |
79.09 |
72.7 |
37.85 |
62.67 |
46.91 |
50.65 |
73.21 |
89.41 |
72.53 |
59.62 |
51.99 |
68.81 |
52.36 |
65.56 |
56.49 |
10.23 |
59.40 |
| RSDet [23] |
33.2米 |
79.26 |
79.67 |
41.61 |
67.03 |
48.42 |
53.41 |
73.55 |
89.30 |
75.08 |
63.41 |
50.65 |
68.50 |
61.96 |
64.27 |
55.08 |
11.44 |
64.40 |
| GWD [37] |
33.1米 |
79.39 |
74.46 |
41.95 |
60.15 |
49.97 |
60.03 |
76.17 |
90.31 |
71.75 |
58.48 |
48.04 |
67.8 |
55.8 |
65.79 |
51.35 |
9.99 |
60.00 |
| KLD [38] |
41.8米 |
80.31 |
74.33 |
47.87 |
60.14 |
65.98 |
73.11 |
87.1 |
89.55 |
75.38 |
81.80 |
49.98 |
71.8 |
64.34 |
71.75 |
55.97 |
0.00 |
65.60 |
| R2-CNN [39] |
41.8米 |
80.38 |
78.7 |
47.95 |
62.55 |
65.6 |
71.33 |
86.34 |
89.74 |
76.29 |
76.23 |
49.73 |
67.55 |
63.47 |
73.14 |
58.44 |
15.66 |
66.40 |
| Rotate-YOLOv5 [29日] |
41.8米 |
87.82 |
78.13 |
45.60 |
58.73 |
66.70 |
76.21 |
88.69 |
90.69 |
79.59 |
78.05 |
41.70 |
70.40 |
65.61 |
75.47 |
54.53 |
10.86 |
66.80 |
| RetinaNet [14] |
- - - - - - |
71.43 |
77.64 |
42.12 |
64.65 |
44.53 |
56.79 |
73.31 |
90.84 |
76.02 |
59.96 |
46.95 |
69.24 |
59.65 |
64.52 |
48.06 |
0.83 |
59.16 |
| 先生(40] |
- - - - - - |
76.84 |
73.51 |
49.9 |
57.8 |
51.31 |
71.34 |
79.75 |
90.46 |
74.21 |
66.07 |
46.21 |
70.61 |
63.07 |
64.46 |
57.81 |
9.42 |
62.67 |
| CMR (41] |
- - - - - - |
77.77 |
74.62 |
51.09 |
63.44 |
51.64 |
72.9 |
79.99 |
90.35 |
74.9 |
67.58 |
49.54 |
72.85 |
64.19 |
64.88 |
55.87 |
3.02 |
63.41 |
| FR OBB [21] |
- - - - - - |
71.89 |
74.47 |
44.45 |
59.87 |
51.28 |
68.98 |
79.37 |
90.78 |
77.38 |
67.5 |
47.75 |
69.72 |
61.22 |
65.28 |
60.47 |
1.54 |
62.00 |
| FR H-OBB [21] |
- - - - - - |
71.57 |
74.71 |
46.39 |
63.4 |
51.54 |
70.11 |
79.09 |
90.63 |
76.81 |
67.4 |
48.66 |
70.9 |
63.1 |
65.67 |
56.66 |
4.55 |
62.57 |
| FR OBB + RT (23] |
- - - - - - |
71.92 |
76.07 |
51.87 |
69.24 |
52.05 |
75.18 |
80.72 |
90.53 |
78.58 |
68.26 |
49.18 |
71.74 |
67.51 |
65.53 |
62.16 |
9.99 |
65.03 |
| OAB-YOLOv5(我们的) |
20.3米 |
80.67 |
77.2 |
46.37 |
60.13 |
66.08 |
75.80 |
87.85 |
90.64 |
78.12 |
79.54 |
46.28 |
70.58 |
67.70 |
75.42 |
53.63 |
28.15 |
68.02 |
|
|
|
短名称类别定义如下:PL:平面;双相障碍:棒球内场;BR:桥梁;GTF:地面实地跟踪;SV:小型车辆;LV:大型车辆;承宪:船;TC:网球场;公元前:篮球场;圣:储罐; SBF: soccerball field; RA: roundabout; HA: harbor; SP: swimming pool; HC: helicopter; CC: container crane.
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