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* colors expression by KMean algorithm * object detection by imageai * object detection by cvlib * add encapsulation of object detection * remove encapsulation of objdetect v0 * objects expression to dict * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * added imageai to requirements * add objects to dictionary * update for AnalysisMethod baseline * add objects dection support explore_analysis display * extend python version of misinf to allow imageai * account for older python * use global functionality for dict to csv convert * update for docker build * docker will build now but ipywidgets still not working * test code * include test data folder in repo * add some sample images * load cvs labels to dict * add test data * retrigger checks * add map to human coding * get orders from dict, missing dep * add module to test accuracy * retrigger checks * retrigger checks * now removing imageai * removed imageai * move labelmanager to analyse * multiple faces in mydict * fix pre-commit issues * map mydict * hide imageai * objects default using cvlib, isolate and disable imageai * correct python version * refactor faces tests * refactor objects tests * sonarcloud issues * refactor utils tests * address code smells * update readme * update notebook without imageai Co-authored-by: Ma Xianghe <825074348@qq.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: iulusoy <inga.ulusoy@uni-heidelberg.de>
78 строки
1.9 KiB
Python
78 строки
1.9 KiB
Python
import cv2
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import cvlib as cv
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def objects_from_cvlib(objects_list: list) -> dict:
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objects = init_default_objects()
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for key in objects:
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if key in objects_list:
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objects[key] = "yes"
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return objects
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def init_default_objects():
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objects = {
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"person": "no",
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"bicycle": "no",
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"car": "no",
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"motorcycle": "no",
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"airplane": "no",
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"bus": "no",
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"train": "no",
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"truck": "no",
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"boat": "no",
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"traffic light": "no",
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"cell phone": "no",
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}
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return objects
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class ObjectsMethod:
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"""Base class to be inherited by all objects methods."""
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def __init__(self):
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# initialize in child class
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pass
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def analyse_image(self, subdict):
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raise NotImplementedError()
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class ObjectCVLib(ObjectsMethod):
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def __init__(self, client_type=1):
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# as long as imageai is not activated this remains empty
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pass
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def detect_objects_cvlib(self, image_path):
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"""Localize objects in the local image.
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Args:
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image_path: The path to the local file.
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"""
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img = cv2.imread(image_path)
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bbox, label, conf = cv.detect_common_objects(img)
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# output_image = draw_bbox(im, bbox, label, conf)
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objects = objects_from_cvlib(label)
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return objects
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def analyse_image_from_file(self, image_path):
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"""Localize objects in the local image.
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Args:
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image_path: The path to the local file.
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"""
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objects = self.detect_objects_cvlib(image_path)
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return objects
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def analyse_image(self, subdict):
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"""Localize objects in the local image.
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Args:
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subdict: The dictionary for an image expression instance.
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"""
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objects = self.analyse_image_from_file(subdict["filename"])
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for key in objects:
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subdict[key] = objects[key]
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return subdict
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