cv-analysis-service/cv_analysis/redaction_detection.py
Isaac Riley 9d98945ff9 Pull request #20: New pyinfra
Merge in RR/cv-analysis from new_pyinfra to master

Squashed commit of the following:

commit f7a01a90aad1c402ac537de5bdf15df628ad54df
Author: Julius Unverfehrt <julius.unverfehrt@iqser.com>
Date:   Wed Jul 27 10:40:59 2022 +0200

    fix typo

commit ff4d549fac5b612c2d391ae85823c5eca1e91916
Author: Julius Unverfehrt <julius.unverfehrt@iqser.com>
Date:   Wed Jul 27 10:34:04 2022 +0200

    adjust build scripts for new pyinfra

commit ecd70f60d46406d8b6cc7f36a1533d706c917ca8
Author: Julius Unverfehrt <julius.unverfehrt@iqser.com>
Date:   Wed Jul 27 09:42:55 2022 +0200

    simplify logging by using default configurations

commit 20193c14c940eed2b0a7a72058167e26064119d0
Author: Julius Unverfehrt <julius.unverfehrt@iqser.com>
Date:   Tue Jul 26 17:16:57 2022 +0200

    tidy-up, refactor config logic to not dependent on external files

commit d8069cd4d404a570bb04a04278161669d1c83332
Author: Isaac Riley <Isaac.Riley@iqser.com>
Date:   Tue Jul 26 15:14:59 2022 +0200

    update pyinfra

commit c3bc11037cca9baf016043ab997c566f5b4a2586
Author: Isaac Riley <Isaac.Riley@iqser.com>
Date:   Tue Jul 26 15:09:14 2022 +0200

    repair tests

commit 6f4e4f2863ee16ae056c1d432f663858c5f10221
Author: Isaac Riley <Isaac.Riley@iqser.com>
Date:   Tue Jul 26 14:52:38 2022 +0200

    updated server logic to work with new pyinfra; update scripts for pyinfra as submodule

commit 2a18dba81de5ee84d0bdf0e77f478693e8d8aef4
Author: Isaac Riley <Isaac.Riley@iqser.com>
Date:   Tue Jul 26 14:10:41 2022 +0200

    formatting

commit d87ce9328de9aa2341228af9b24473d5e583504e
Author: Isaac Riley <Isaac.Riley@iqser.com>
Date:   Tue Jul 26 14:10:11 2022 +0200

    make server logic compatible with new pyinfra
2022-07-27 10:50:10 +02:00

42 lines
1.3 KiB
Python

from functools import partial
import cv2
import numpy as np
from iteration_utilities import starfilter, first
from cv_analysis.utils.filters import is_large_enough, is_filled, is_boxy
from cv_analysis.utils.visual_logging import vizlogger
def is_likely_redaction(contour, hierarchy, min_area):
return is_filled(hierarchy) and is_boxy(contour) and is_large_enough(contour, min_area)
def find_redactions(image: np.array, min_normalized_area=200000):
vizlogger.debug(image, "redactions01_start.png")
min_normalized_area /= 200 # Assumes 200 DPI PDF -> image conversion resolution
if len(image.shape) > 2:
gray = ~cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
else:
gray = ~image
vizlogger.debug(gray, "redactions02_gray.png")
blurred = cv2.GaussianBlur(gray, (5, 5), 1)
vizlogger.debug(blurred, "redactions03_blur.png")
thresh = cv2.threshold(blurred, 252, 255, cv2.THRESH_BINARY)[1]
vizlogger.debug(blurred, "redactions04_threshold.png")
contours, hierarchies = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)
try:
contours = map(
first,
starfilter(
partial(is_likely_redaction, min_area=min_normalized_area),
zip(contours, hierarchies[0]),
),
)
return list(contours)
except:
return []