From 7ca5abf9904dcffc30e40a93769fd573aded9c13 Mon Sep 17 00:00:00 2001
From: Edmond Yoo <hj3yoo@uwaterloo.ca>
Date: Sun, 14 Oct 2018 02:41:05 +0000
Subject: [PATCH] Wrapping up - adding files to make main program reproducible
---
transform_data.py | 24 ++++++++++++++----------
1 files changed, 14 insertions(+), 10 deletions(-)
diff --git a/transform_data.py b/transform_data.py
index 8e681a7..f4fa1a9 100644
--- a/transform_data.py
+++ b/transform_data.py
@@ -1,3 +1,4 @@
+import argparse
import cv2
import imgaug as ia
from imgaug import augmenters as iaa
@@ -489,7 +490,7 @@
self.visible = False
-def main():
+def main(args):
random.seed()
ia.seed(random.randrange(10000))
@@ -506,17 +507,12 @@
for i in range(len(class_name_list)):
class_ids[class_name_list[i]] = i
- num_gen = 60000
- num_iter = 1
- w_gen = 1440
- h_gen = 960
-
- for i in range(num_gen):
+ for i in range(args.num_gen):
# Arbitrarily select top left and right corners for perspective transformation
# Since the training image are generated with random rotation, don't need to skew all four sides
skew = [[random.uniform(0, 0.25), 0], [0, 1], [1, 1],
[random.uniform(0.75, 1), 0]]
- generator = ImageGenerator(background.get_random(), class_ids, w_gen, h_gen, skew=skew)
+ generator = ImageGenerator(background.get_random(), class_ids, args.width, args.height, skew=skew)
out_name = ''
# Use 2 to 5 cards per generator
@@ -536,7 +532,7 @@
card = Card(card_img, card_info, detected_object_list)
generator.add_card(card)
- for j in range(num_iter):
+ for j in range(args.num_iter):
seq = iaa.Sequential([
iaa.Multiply((0.8, 1.2)), # darken / brighten the whole image
iaa.SimplexNoiseAlpha(first=iaa.Add(random.randrange(64)), per_channel=0.1, size_px_max=[3, 6],
@@ -566,4 +562,12 @@
if __name__ == '__main__':
- main()
+ parser = argparse.ArgumentParser()
+ parser.add_argument('-n', '--num_gen', dest='num_gen', help='Number of training images to generate',
+ type=int, required=True)
+ parser.add_argument('-ni', '--num_iter', dest='num_iter', help='Number of iterations to generate each config',
+ type=int, default=1)
+ parser.add_argument('-w', '--width', dest='width', help='Width of the training image', type=int, default=1440)
+ parser.add_argument('-ht', '--height', dest='height', help='Height of the training image', type=int, default=960)
+ args = parser.parse_args()
+ main(args)
--
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