From 8e8793b1de83ec3eeaff41220afd6137211e3550 Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:18:53 -0500 Subject: [PATCH 01/11] Create auto_correct_color.py --- .../plantcv/transform/auto_correct_color.py | 37 +++++++++++++++++++ 1 file changed, 37 insertions(+) create mode 100644 plantcv/plantcv/transform/auto_correct_color.py diff --git a/plantcv/plantcv/transform/auto_correct_color.py b/plantcv/plantcv/transform/auto_correct_color.py new file mode 100644 index 000000000..f0c9a15e7 --- /dev/null +++ b/plantcv/plantcv/transform/auto_correct_color.py @@ -0,0 +1,37 @@ +import numpy as np +from plantcv.plantcv import params +from plantcv.plantcv.transform.detect_color_card import detect_color_card +from plantcv.plantcv.transform.color_correction import get_color_matrix, affine_color_correction + + +def auto_correct_color(rgb_img, label=None, **kwargs): + """Automatically detect a color card. + Parameters + ---------- + rgb_img : numpy.ndarray + Input RGB image data containing a color card. + label : str, optional + modifies the variable name of observations recorded (default = pcv.params.sample_label). + **kwargs + Other keyword arguments passed to cv2.adaptiveThreshold and cv2.circle. + Valid keyword arguments: + adaptive_method: 0 (mean) or 1 (Gaussian) (default = 1) + block_size: int (default = 51) + radius: int (default = 20) + min_size: int (default = 1000) + Returns + ------- + numpy.ndarray + Color corrected image + """ + # Set lable to params.sample_label if None + if label is None: + label = params.sample_label + + # Get keyword arguments and set defaults if not set + labeled_mask = detect_color_card(rgb_img=rgb_img, min_size=kwargs.get("min_size", 1000), radius=kwargs.get("radius", 20), + adaptive_method=kwargs.get("adaptive_method", 1), block_size=kwargs.get("block_size", 51)) + _, card_matrix = get_color_matrix(rgb_img=rgb_img, mask=labeled_mask) + std_color_matrix = std_color_matrix(pos=3) + return affine_color_correction(rgb_img=rgb_img, source_matrix=card_matrix, + target_matrix=std_color_matrix) \ No newline at end of file From c4e007b16891f76c2a709b30e7b9d5b4faae1b5b Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:28:51 -0500 Subject: [PATCH 02/11] update var name and indentation in function --- .../plantcv/transform/auto_correct_color.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/plantcv/plantcv/transform/auto_correct_color.py b/plantcv/plantcv/transform/auto_correct_color.py index f0c9a15e7..023e5912a 100644 --- a/plantcv/plantcv/transform/auto_correct_color.py +++ b/plantcv/plantcv/transform/auto_correct_color.py @@ -1,7 +1,8 @@ -import numpy as np +# Automatically detect a color card and color correct to standard chip values + from plantcv.plantcv import params from plantcv.plantcv.transform.detect_color_card import detect_color_card -from plantcv.plantcv.transform.color_correction import get_color_matrix, affine_color_correction +from plantcv.plantcv.transform.color_correction import get_color_matrix, std_color_matrix, affine_color_correction def auto_correct_color(rgb_img, label=None, **kwargs): @@ -24,14 +25,17 @@ def auto_correct_color(rgb_img, label=None, **kwargs): numpy.ndarray Color corrected image """ - # Set lable to params.sample_label if None + # Set lable to params.sample_label if None if label is None: label = params.sample_label # Get keyword arguments and set defaults if not set - labeled_mask = detect_color_card(rgb_img=rgb_img, min_size=kwargs.get("min_size", 1000), radius=kwargs.get("radius", 20), - adaptive_method=kwargs.get("adaptive_method", 1), block_size=kwargs.get("block_size", 51)) + labeled_mask = detect_color_card(rgb_img=rgb_img, min_size=kwargs.get("min_size", 1000), + radius=kwargs.get("radius", 20), + adaptive_method=kwargs.get("adaptive_method", 1), + block_size=kwargs.get("block_size", 51)) _, card_matrix = get_color_matrix(rgb_img=rgb_img, mask=labeled_mask) - std_color_matrix = std_color_matrix(pos=3) + std_matrix = std_color_matrix(pos=3) return affine_color_correction(rgb_img=rgb_img, source_matrix=card_matrix, - target_matrix=std_color_matrix) \ No newline at end of file + target_matrix=std_matrix) + \ No newline at end of file From 9fa6c1be1f365fac299cdfcd5a8175737cf44eab Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:28:58 -0500 Subject: [PATCH 03/11] add to transform init --- plantcv/plantcv/transform/__init__.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/plantcv/plantcv/transform/__init__.py b/plantcv/plantcv/transform/__init__.py index ecaf7b019..92ce895ce 100644 --- a/plantcv/plantcv/transform/__init__.py +++ b/plantcv/plantcv/transform/__init__.py @@ -19,9 +19,10 @@ from plantcv.plantcv.transform.gamma_correct import gamma_correct from plantcv.plantcv.transform.checkerboard_calib import checkerboard_calib, calibrate_camera from plantcv.plantcv.transform.merge_images import merge_images +from plantcv.plantcv.transform.auto_correct_color import auto_correct_color __all__ = ["get_color_matrix", "get_matrix_m", "calc_transformation_matrix", "apply_transformation_matrix", "save_matrix", "load_matrix", "correct_color", "create_color_card_mask", "quick_color_check", "find_color_card", "std_color_matrix", "affine_color_correction", "rescale", "nonuniform_illumination", "resize", "resize_factor", "warp", "rotate", "warp", "warp_align", "gamma_correct", "detect_color_card", "checkerboard_calib", - "calibrate_camera", "merge_images"] + "calibrate_camera", "merge_images", "auto_correct_color"] From 55f8bed259de1d52f390b5f61a8e91410c98dcd5 Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:29:01 -0500 Subject: [PATCH 04/11] Create test_auto_correct_color.py --- tests/plantcv/transform/test_auto_correct_color.py | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 tests/plantcv/transform/test_auto_correct_color.py diff --git a/tests/plantcv/transform/test_auto_correct_color.py b/tests/plantcv/transform/test_auto_correct_color.py new file mode 100644 index 000000000..9fd58eb6d --- /dev/null +++ b/tests/plantcv/transform/test_auto_correct_color.py @@ -0,0 +1,11 @@ +"""Tests for auto_correct_color.""" +import cv2 +import numpy as np +from plantcv.plantcv.transform import auto_correct_color + +def test_auto_correct_color(transform_test_data): + """Test for PlantCV.""" + # Load rgb image + rgb_img = cv2.imread(transform_test_data.colorcard_img) + corrected_img = auto_correct_color(rgb_img=rgb_img) + assert np.shape(corrected_img) == np.shape(rgb_img) and np.sum(corrected_img) != rgb_img From 85720dc2cb4c70cfe8551ecd871e468d8abf5f12 Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:32:11 -0500 Subject: [PATCH 05/11] Update test_auto_correct_color.py --- tests/plantcv/transform/test_auto_correct_color.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/plantcv/transform/test_auto_correct_color.py b/tests/plantcv/transform/test_auto_correct_color.py index 9fd58eb6d..156131a88 100644 --- a/tests/plantcv/transform/test_auto_correct_color.py +++ b/tests/plantcv/transform/test_auto_correct_color.py @@ -8,4 +8,4 @@ def test_auto_correct_color(transform_test_data): # Load rgb image rgb_img = cv2.imread(transform_test_data.colorcard_img) corrected_img = auto_correct_color(rgb_img=rgb_img) - assert np.shape(corrected_img) == np.shape(rgb_img) and np.sum(corrected_img) != rgb_img + assert np.shape(corrected_img) == np.shape(rgb_img) and np.sum(corrected_img) != np.sum(rgb_img) From 1da8975a34878437ac1aa19338b93fa453222639 Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:36:02 -0500 Subject: [PATCH 06/11] Update updating.md add auto_correct_color --- docs/updating.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/docs/updating.md b/docs/updating.md index c796057b6..1cb0c69a8 100644 --- a/docs/updating.md +++ b/docs/updating.md @@ -1210,6 +1210,11 @@ pages for more details on the input and output variable types. * pre v3.0dev1: NA * post v3.0dev2: determinant, transformation_matrix = **plantcv.transform.calc_transformation_matrix**(*matrix_m, matrix_b*) +#### plantcv.transform.auto_correct_color + +* pre v4.6: NA +* post v4.6: corrected_img = **plantcv.transform.r**(*rgb_img, label=None, **kwargs*) + #### plantcv.transform.correct_color * pre v3.0dev1: NA From 9403ada90d7ef0a28bd718fe95e9dc23acad0731 Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Fri, 1 Nov 2024 09:50:12 -0500 Subject: [PATCH 07/11] Create transform_auto_correct_color.md --- docs/transform_auto_correct_color.md | 39 ++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 docs/transform_auto_correct_color.md diff --git a/docs/transform_auto_correct_color.md b/docs/transform_auto_correct_color.md new file mode 100644 index 000000000..678918c61 --- /dev/null +++ b/docs/transform_auto_correct_color.md @@ -0,0 +1,39 @@ +# Automatically detect a color card and color correct in one step + +Corrects the color of the input image based on the target color matrix using an affine transformation +in the RGB space after automatic detection of a color card within the image. A one-step wrapper of +[plantcv.transform.detect_color_card](transform_detect_color_card.md), [plantcv.transform.std_color_matrix](std_color_matrix.md), +[plantcv.transform.get_color_matrix](get_color_matrix.md), and [plantcv.transform.affine_color_correction](transform_affine_color_correction.md). + +**plantcv.transform.auto_correct_color**(*rgb_img, label=None, \*\*kwargs*) + +**returns** corrected_img + +- **Parameters** + - rgb_img - Input RGB image data containing a color card. + - label - Optional label parameter, modifies the variable name of observations recorded. (default = `pcv.params.sample_label`) + - **kwargs - Other keyword arguments passed to `cv2.adaptiveThreshold` and `cv2.circle`. + - adaptive_method - Adaptive threhold method. 0 (mean) or 1 (Gaussian) (default = 1). + - block_size - Size of a pixel neighborhood that is used to calculate a threshold value (default = 51). We suggest using 127 if using `adaptive_method=0`. + - radius - Radius of circle to make the color card labeled mask (default = 20). + - min_size - Minimum chip size for filtering objects after edge detection (default = 1000) +- **Returns** + - corrected_img - Color corrected image + +- **Example Use** + - Below + +```python + +from plantcv import plantcv as pcv + +rgb_img, imgpath, imgname = pcv.readimage(filename="top_view_plant.png") + +corrected_rgb = pcv.transform.auto_detect_correct(rgb_img=old_card) +``` + +**Debug Image: automatically detected and masked the color card** + +![Screenshot](img/documentation_images/correct_color_imgs/detect_color_card.png) + +**Source Code:** [Here](https://github.com/danforthcenter/plantcv/blob/main/plantcv/plantcv/transform/auto_correct_color.py) From 9727b57e982df37abe62894740e50da4c8da5d0b Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Tue, 5 Nov 2024 10:36:29 -0600 Subject: [PATCH 08/11] add example photo to docs --- 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zLaXV@duj!>*;9T;(s>=xk$JS1)m&=wN-J?(I;|I7jyVc-D2i>dxEL;gTh2As9gfk^Yv5bPt1pA5GC zhiQI{lVxH!cne@K;b)_1K8ws72xVOo(bkL8`d!Yrq}tn3m1J(QxT~As}U^xevCeO zwwmk{nZO3`{pI|WmvwKkX6bK##=dx8@9151$!k9Gc6xFS!9|$V?q&zTQ#sH;C03eu zYH|n}1U&zkKju#}j$2f)fjIJQbkYkE4eA1tO5%#mS-Z2VEP!{OjO$sPd8jB5cGg9q z{nvU38$CY@X?R}Rj6ZC2@jc6I&kx48tU3rOUfd+)lIP*>xjFdVIi)df;dYYJVVWVq zU!-9n2Mue4r&Z4CE8a@iLtJ@3a3KUQ6T`i%p;xYDfOx$XV>a5p?oG<^PTT dzkO@-9Z^^(Bts{acme9;k&{xEtP=kk^gq(SuCV|B literal 0 HcmV?d00001 diff --git a/docs/transform_auto_correct_color.md b/docs/transform_auto_correct_color.md index 678918c61..17cc69389 100644 --- a/docs/transform_auto_correct_color.md +++ b/docs/transform_auto_correct_color.md @@ -29,11 +29,15 @@ from plantcv import plantcv as pcv rgb_img, imgpath, imgname = pcv.readimage(filename="top_view_plant.png") -corrected_rgb = pcv.transform.auto_detect_correct(rgb_img=old_card) +corrected_rgb = pcv.transform.auto_correct_color(rgb_img=old_card) ``` **Debug Image: automatically detected and masked the color card** -![Screenshot](img/documentation_images/correct_color_imgs/detect_color_card.png) +![Screenshot](img/documentation_images/correct_color_imgs/auto_correct_color.png) + +**Corrected Image:** + +![Screenshot](img/documentation_images/transform_affine_color_corr/tobacco_leaves_corrected.jpg) **Source Code:** [Here](https://github.com/danforthcenter/plantcv/blob/main/plantcv/plantcv/transform/auto_correct_color.py) From a6abc63670b881fe0638fb3bf34df28cf593b2be Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Tue, 5 Nov 2024 11:10:15 -0600 Subject: [PATCH 09/11] deepsource fixes --- plantcv/plantcv/transform/auto_correct_color.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/plantcv/plantcv/transform/auto_correct_color.py b/plantcv/plantcv/transform/auto_correct_color.py index 023e5912a..0cbbb0557 100644 --- a/plantcv/plantcv/transform/auto_correct_color.py +++ b/plantcv/plantcv/transform/auto_correct_color.py @@ -25,7 +25,7 @@ def auto_correct_color(rgb_img, label=None, **kwargs): numpy.ndarray Color corrected image """ - # Set lable to params.sample_label if None + # Set lable to params.sample_label if None if label is None: label = params.sample_label @@ -38,4 +38,4 @@ def auto_correct_color(rgb_img, label=None, **kwargs): std_matrix = std_color_matrix(pos=3) return affine_color_correction(rgb_img=rgb_img, source_matrix=card_matrix, target_matrix=std_matrix) - \ No newline at end of file + From 96447f2761cc78c909587076eeea82d40b4f77bc Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Tue, 5 Nov 2024 11:29:56 -0600 Subject: [PATCH 10/11] whitespace deepsource --- plantcv/plantcv/transform/auto_correct_color.py | 1 - 1 file changed, 1 deletion(-) diff --git a/plantcv/plantcv/transform/auto_correct_color.py b/plantcv/plantcv/transform/auto_correct_color.py index 0cbbb0557..109bc38ec 100644 --- a/plantcv/plantcv/transform/auto_correct_color.py +++ b/plantcv/plantcv/transform/auto_correct_color.py @@ -38,4 +38,3 @@ def auto_correct_color(rgb_img, label=None, **kwargs): std_matrix = std_color_matrix(pos=3) return affine_color_correction(rgb_img=rgb_img, source_matrix=card_matrix, target_matrix=std_matrix) - From d9a49500b46351bda2ed486be4cb4f81d6e2c3f9 Mon Sep 17 00:00:00 2001 From: HaleySchuhl Date: Tue, 5 Nov 2024 13:02:54 -0600 Subject: [PATCH 11/11] add auto correct color to mkdocs --- mkdocs.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/mkdocs.yml b/mkdocs.yml index c4e0cb9a2..529dd81a3 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -175,6 +175,7 @@ nav: - 'Transformation Methods': - 'Auto-Detect Color Card': transform_detect_color_card.md - 'Auto-Detect Color Card (old)': find_color_card.md + - 'Auto Correct Color': transform_auto_correct_color.md - 'Calibrate Camera': transform_calibrate_camera.md - 'Checkerboard Calibration': transform_checkerboard_calibration.md - 'Create Color Card Mask': create_color_card_mask.md