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8 changes: 7 additions & 1 deletion DataCollection/GenerateImages.py
Original file line number Diff line number Diff line change
Expand Up @@ -163,7 +163,7 @@ def _decay_value_radically_norm(x, centers, max_value, min_value, dev):
cv2.imwrite(savePath, flip)

# Changing brightness out an image
for num in range (0, 5):
for num in range (0, 6):
gamma = float(decimal.Decimal(random.randrange(10, 1000))/100)
invGamma = 1.0 / gamma
table = np.array([((i / 255.0) ** invGamma) * 255
Expand Down Expand Up @@ -243,6 +243,12 @@ def _decay_value_radically_norm(x, centers, max_value, min_value, dev):
i += 1
cv2.imwrite(savePath, median)

# BGR image
image=cv2.imread(path)
savePath = output + str(i) + ".png"
i += 1
cv2.imwrite(savePath, image)

# Bilateral Filtering
blur = cv2.bilateralFilter(image,9,75,75)
savePath = output + str(i) + ".png"
Expand Down
439 changes: 372 additions & 67 deletions DataCollection/ImageAugmentation.ipynb

Large diffs are not rendered by default.

23 changes: 12 additions & 11 deletions requirements.txt
Original file line number Diff line number Diff line change
@@ -1,12 +1,13 @@
numpy==1.19.2
matplotlib==3.3.2
numpy==1.22.0
matplotlib==3.6.3
sklearn==0.0
torch==1.6.0
torchvision==0.7.0
opencv-contrib-python==4.3.0.36
opencv-python==4.3.0.36
scikit-image==0.17.2
scikit-learn==0.23.2
scipy==1.5.2
Pillow==7.2.0
pyflakes==2.2.0
torch==1.13.1
torchvision==0.14.1
opencv-contrib-python==4.7.0.68
opencv-python==4.7.0.68
scikit-image==0.19.3
scikit-learn==0.24.2
scipy==1.10.0
Pillow==9.0.1
pyflakes==2.5.0