From c2aa41478156c62f297c7fd44e6440ce91111602 Mon Sep 17 00:00:00 2001 From: Allen Goodman Date: Wed, 25 Nov 2015 12:56:59 -0500 Subject: [PATCH 1/2] kirsch operator --- .travis.yml | 1 + centrosome/kirsch.py | 15 +++++++++++++++ setup.py | 1 + tests/resources/kirsch.tiff | Bin 0 -> 262266 bytes tests/test_kirsch.py | 9 +++++++++ 5 files changed, 26 insertions(+) create mode 100644 centrosome/kirsch.py create mode 100644 tests/resources/kirsch.tiff create mode 100644 tests/test_kirsch.py diff --git a/.travis.yml b/.travis.yml index b57bae2..0f42d68 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,6 +1,7 @@ addons: apt: packages: + - python-imaging - python-matplotlib - python-numpy - python-scipy diff --git a/centrosome/kirsch.py b/centrosome/kirsch.py new file mode 100644 index 0000000..b63be43 --- /dev/null +++ b/centrosome/kirsch.py @@ -0,0 +1,15 @@ +import numpy +import scipy.ndimage.filters + + +def kirsch(image): + convolution_mask = [5, -3, -3, -3, -3, -3, 5, 5] + + derivatives = numpy.zeros(image.shape) + + for _ in range(len(convolution_mask)): + derivatives = numpy.maximum(derivatives, scipy.ndimage.filters.convolve(image, numpy.array(convolution_mask[:4] + [0] + convolution_mask[4:]).reshape(3, 3))) + + convolution_mask = convolution_mask[-1:] + convolution_mask[:-1] + + return derivatives diff --git a/setup.py b/setup.py index bd6df48..23e294d 100644 --- a/setup.py +++ b/setup.py @@ -89,6 +89,7 @@ def run_tests(self): ]), install_requires=[ "numpy", + "pillow", "scikit-image", "scipy", ], diff --git a/tests/resources/kirsch.tiff b/tests/resources/kirsch.tiff new file mode 100644 index 0000000000000000000000000000000000000000..6007a3704a2693c989249fdc37f184e1bc5946de GIT binary patch literal 262266 zcmYh^NwOu$k{;$L074;$oRAZ)fIGpKxDbvw<_ahf0u-U3ktzbOP|d5XmoGB1iQC`P zAMg8y-+!_oQkfZ%5%>6UH&avn_1DJC|MkEAU%&kKU%q_#AHIC~i+}ayFZ}7tzwpO@ z_UC``7yt6{^IY{W|LM=U?!WtIfBql;>H7c8&;O@?_TB&azy0~kzxwjO{Ily__GKTZ 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From 47932f26e39af1660f7588d9b76180bb827b34ab Mon Sep 17 00:00:00 2001 From: Lee Kamentsky Date: Mon, 29 Feb 2016 13:54:58 -0500 Subject: [PATCH 2/2] Added unit test and then discovered kernel wasn't properly constructed --- centrosome/kirsch.py | 8 +++++++- tests/resources/kirsch.tiff | Bin 262266 -> 0 bytes tests/test_kirsch.py | 30 ++++++++++++++++++++++++------ 3 files changed, 31 insertions(+), 7 deletions(-) delete mode 100644 tests/resources/kirsch.tiff diff --git a/centrosome/kirsch.py b/centrosome/kirsch.py index b63be43..2b2501c 100644 --- a/centrosome/kirsch.py +++ b/centrosome/kirsch.py @@ -7,8 +7,14 @@ def kirsch(image): derivatives = numpy.zeros(image.shape) + kernel = numpy.zeros((3, 3), image.dtype) + kindex = numpy.array([[0, 1, 2], + [7, -1, 3], + [6, 5, 4]]) for _ in range(len(convolution_mask)): - derivatives = numpy.maximum(derivatives, scipy.ndimage.filters.convolve(image, numpy.array(convolution_mask[:4] + [0] + convolution_mask[4:]).reshape(3, 3))) + kernel[kindex >= 0] = numpy.array(convolution_mask)[kindex[kindex >= 0]] + derivatives = numpy.maximum( + derivatives, scipy.ndimage.filters.convolve(image, kernel)) convolution_mask = convolution_mask[-1:] + convolution_mask[:-1] diff --git a/tests/resources/kirsch.tiff b/tests/resources/kirsch.tiff deleted file mode 100644 index 6007a3704a2693c989249fdc37f184e1bc5946de..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 262266 zcmYh^NwOu$k{;$L074;$oRAZ)fIGpKxDbvw<_ahf0u-U3ktzbOP|d5XmoGB1iQC`P zAMg8y-+!_oQkfZ%5%>6UH&avn_1DJC|MkEAU%&kKU%q_#AHIC~i+}ayFZ}7tzwpO@ z_UC``7yt6{^IY{W|LM=U?!WtIfBql;>H7c8&;O@?_TB&azy0~kzxwjO{Ily__GKTZ zZP~Yd9{k$Jecb%YzdozBZD02Mf8U#Z9mlEM_F?w7a+r&C7?$%F*N@{q`PMK@!|vL3 z?~2V&2KU_E(|vs_cg_{tl#iyt*5~eFqnw3w0iP3uIHDkHzc7uHq1*gEIXlCi9Irz27_3aah$u_8jZEF?4~`C$#UA(IiFcO!&xUH9%*1- zF59w9``j&tXbyX~Oxsi}<2EhSC77&7nE0H;TmS#=)#NvR{|Vnw!OVSo&gK=B-`Fd83;T(T}}3J{LWUSckQ4 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scipy.misc.imread("tests/resources/kirsch.tiff")) +class TestKirsch(unittest.TestCase): + def test_01_01_kirsch(self): + # + # Test a maximum at all possible orientations + # + r = np.random.RandomState([ord(_) for _ in "kirsch"]) + for coords in (((0, -1), (-1, -1), (-1, 0)), + ((-1, -1), (-1, 0), (-1, 1)), + ((-1, 0), (-1, 1), (0, 1)), + ((-1, 1), ( 0, 1), (1, 1)), + (( 0, 1), ( 1, 1), (1, 0)), + (( 1, 1), ( 1, 0), (1, -1)), + (( 1, 0), ( 1, -1), (0, -1)), + (( 1, -1), ( 0, -1), (-1, -1))): + img = r.uniform(size=(3, 3)) * .1 + expected = -3 * img + for ioff, joff in coords: + img[ioff + 1, joff + 1] += .5 + expected[ioff + 1, joff+1] = img[ioff + 1, joff+1] * 5 + expected[1, 1] = 0 + result = centrosome.kirsch.kirsch(img) + self.assertEqual(result[1, 1], np.sum(expected))