Model |
XS |
S |
M |
L |
XL |
|||||
mAP (0.5) |
mAP (0.5:0.95) |
mAP (0.5) |
mAP (0.5:0.95) |
mAP (0.5) |
mAP (0.5:0.95) |
mAP (0.5) |
mAP (0.5:0.95) |
mAP (0.5) |
mAP (0.5:0.95) |
|
Repo |
73.47 |
35.87 |
86.93 |
53.97 |
92.93 |
63.07 |
96.9 |
69.07 |
96.4 |
74.23 |
GAM |
80.9 (+7.43) |
41.73 (+5.87) |
87.37 (+0.43) |
56.93 (+2.97) |
94.13 (+1.2) |
65.77 (+2.7) |
97.4 (+0.5) |
71.63 (+2.57) |
95.9 (-0.5) |
73.53 (-0.7) |
Bi-FPN |
79.8 (+6.33) |
41.57 (+5.7) |
87.23 (+0.3) |
55.90 (+1.93) |
93.6 (+0.67) |
65 (+1.93) |
97.07 (+0.17) |
70.97 (+1.9) |
95.63 (-0.77) |
73.13 (-1.1) |
SIoU |
80.43 (+6.97) |
42.87 (+7) |
85.80 (-1.13) |
56 (+2.03) |
93.1 (+0.17) |
64.95 (+1.88) |
98 (+1.1) |
72 (+2.93) |
96.95 (+0.55) |
74.85 (+0.62) |
Imp-YOLO |
82.2 (+8.73) |
49.7 (+13.83) |
87.40 (+0.47) |
60.40 (+6.43) |
92.9 (-0.03) |
68.20 (+5.13) |
97.4 (+0.5) |
75.3 (+6.23) |
94.8 (-1.60) |
75.5 (+1.27) |