Created
April 29, 2018 07:22
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IoUの0.1~0.9を図にしてみた ref: https://qiita.com/ak11/items/8e0f42f358c1f822df27
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import matplotlib | |
import matplotlib.pyplot as plt | |
import numpy as np | |
for i, iou in enumerate(np.linspace(1, 0, 11)): | |
# ↓t | |
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# inter = (1 - t) ** 2 | |
# union = 2 - inter | |
# iou = inter / union | |
# https://www.wolframalpha.com/input/?dataset=&i=Solve%5Bu+%3D%3D+(1+-+t)%5E2+%2F+(2+-+(1+-+t)%5E2)+%26%26+0+<%3D+t+%26%26+t+<%3D+1+%26%26+0+<%3D+u+%26%26+u+<%3D+1,+t%5D | |
# → t = 1 - sqrt(2) sqrt(u/(1 + u)) | |
t = 1 - np.sqrt(2 * iou / (1 + iou)) | |
print(f'#{i} iou={iou:.2f}, offset={t:.2f}') | |
fig = plt.figure() | |
ax = plt.axes() | |
ax.add_patch(matplotlib.patches.Rectangle(xy=(0 / 2, 0.5 + 0 / 2), width=0.5, height=0.5, color='#9999ff77')) | |
ax.add_patch(matplotlib.patches.Rectangle(xy=(t / 2, 0.5 - t / 2), width=0.5, height=0.5, color='#99ff9977')) | |
ax.set_aspect('equal') | |
plt.savefig(f'#{i} iou={iou:.2f}, offset={t:.2f}.png') | |
plt.close() |
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