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AlphaIOU 实验记录

实验结果

测试程序运行

❯ python code/test.py

100 轮测试,每轮随机生成 1 ~ 20 个随机框 bboxes1 和 bboxes2
生成框可视化如图(生成逻辑见代码不赘述了)

随机框
结果显示如下:

❯ python code/test.py
# Tests IOU: 100
All tests equal: True
# Tests GIOU: 100
All tests equal: True
# Tests DIOU: 100
All tests equal: True
# Tests CIOU: 100
All tests equal: True

实验 log 参考

model name config design mAP
faster_rcnn_r50_fpn_alphaiou_1x_coco alphaiou eps = 1e-6 37.5%
faster_rcnn_r50_fpn_alphaiou_1x_coco alphaiou eps = 1e-9 37.7%
faster_rcnn_r50_fpn_alphagiou_1x_coco alphagiou eps = 1e-9 37.7%
atss_r50_fpn_alphaiou_1x_coco alphagiou eps = 1e-9 38.9%
yolox_tiny_alphaiou_8x8_300e_coco alphaiou eps = 1e-9 31.6%

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