diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000..6ccf053 --- /dev/null +++ b/.gitmodules @@ -0,0 +1,3 @@ +[submodule "src/darknet"] + path = src/darknet + url = git@github.com:bariscankurtkaya/darknet.git diff --git a/README.md b/README.md index 80e24ee..10205c4 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,3 @@ -# Driver Assistance System with Computer Vision (DAS-CV) +## Driver Assistance System with Computer Vision (DAS-CV) diff --git a/Test_results/differenceFilterImgExp.png b/Test_results/differenceFilterImgExp.png new file mode 100755 index 0000000..72493c6 Binary files /dev/null and b/Test_results/differenceFilterImgExp.png differ diff --git a/Test_results/differenceFilterImgGreaterExp.csv b/Test_results/differenceFilterImgGreaterExp.csv new file mode 100644 index 0000000..8bc4554 --- /dev/null +++ b/Test_results/differenceFilterImgGreaterExp.csv @@ -0,0 +1,960 @@ 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diff --git a/Test_results/differenceFilterImgGreaterExp.png b/Test_results/differenceFilterImgGreaterExp.png new file mode 100644 index 0000000..0e1b3fb Binary files /dev/null and b/Test_results/differenceFilterImgGreaterExp.png differ diff --git a/src/app.py b/src/app.py index c92f86a..74bfb42 100755 --- a/src/app.py +++ b/src/app.py @@ -12,13 +12,16 @@ class App: def __init__(self): self.is_ony_line_preview = True self.dn_classifier = DNClassifier() + self.dn_classifier.imageThresholdSelection() self.lane_detection = LaneDetection() + self.isFilter = True + # cnn_predicted_coordinates = [[class, probability, x0, y0, width, height]] self.cnn_predicted_coordinates = [] - def test_dn_lassifier(self, img): - return self.dn_classifier.thresholdTestForOneImage(img) + def test_dn_lassifier(self, img, isFilter): + return self.dn_classifier.thresholdTestForOneImage(img, isFilter) def cnn_predicted_coordinates(self, is_night): if is_night: diff --git a/src/darknet b/src/darknet new file mode 160000 index 0000000..2550516 --- /dev/null +++ b/src/darknet @@ -0,0 +1 @@ +Subproject commit 25505164a3bd6235c75deaad325878ceda90249a diff --git a/src/dnClassifier.py b/src/dnClassifier.py index c6d4c31..0bf3e53 100755 --- a/src/dnClassifier.py +++ b/src/dnClassifier.py @@ -3,17 +3,18 @@ import glob import numpy as np import time -from sklearn.metrics import confusion_matrix +#from sklearn.metrics import confusion_matrix class DNClassifier: def __init__(self): - self.filterImg = (glob.glob("../Test_results/differenceFilterImgExp.png"))[0] + #self.filterImg = (glob.glob("../Test_results/differenceFilterImgGreaterExp.png"))[0] #self.filterImg = cv2.imread(self.filterImg, cv2.IMREAD_UNCHANGED) #self.filterImg = self.filterImg.astype(int) + self.filterImg = np.genfromtxt("../Test_results/differenceFilterImgGreaterExp.csv", delimiter=',') - self.imgAverageThreshold = 126 - self.allAverageThreshold = 180 + self.imgAverageThreshold = 0 + self.allAverageThreshold = 0 np.seterr(divide='ignore', invalid='ignore') @@ -56,8 +57,10 @@ def totalImageCalculator(self, im_list, imgArray): print(str(differencePhotoCount), "Photos in ", str((toc - tic)), "seconds\n") return imgArray, differencePhotoCount; - def thresholdTestForOneImage(self, img): - img = img.astype(int) + def thresholdTestForOneImage(self, img, isFilter): + img = img / 256 + print(self.imgAverageThreshold) + #img = img.astype(int) img = np.multiply(img, self.filterImg) imgAverage = self.averageCalculationWithoutZeros(img) @@ -66,31 +69,54 @@ def thresholdTestForOneImage(self, img): else: return False - def thresholdTest(self, im_list, isNight, averagesArray, filterImg, isFilter): + def imageThresholdSelection(self, isFilter): + if not isFilter: + # Without Filter and averageCalculationWithNumpy function + self.imgAverageThreshold = 74 + self.allAverageThreshold = 99 + else: + # 0 2 3 4 5 filter---------------------- averageCalculationWithNumpy function + # imgAverageThreshold = 53 + # allAverageThreshold = 24 + # 0 2 3 4 5 6 7 8 9 filter ------------------- averageCalculationWithNumpy function + #imgAverageThreshold = 125 + #allAverageThreshold = 179 + # 0 2 3 4 5 6 7 8 9 filter ------------------- averageCalculationWithoutZeros function + # exp filter ------------------- averageCalculationWithNumpy function + #self.imgAverageThreshold = 300 + #self.allAverageThreshold = 350 + # exp filter ------------------- averageCalculationWithoutZeros function + # greater exp filter ------------------- averageCalculationWithNumpy function + # img/256 added in function below + self.imgAverageThreshold = 100 + self.allAverageThreshold = 100 + # greater exp filter ------------------- averageCalculationWithoutZeros function + + + def thresholdTest(self, im_list, isNight, averagesArray, isFilter): # x= 0 allSum = 0 average = 0 allMax = 0 maxName = "" allMin = 255 + if(isFilter): + allMin = np.exp(16) minName = "" dayErrorCount = 0 nightErrorCount = 0 tic = time.time() - filterImg = cv2.imread(filterImg, cv2.IMREAD_UNCHANGED) + + self.imageThresholdSelection(isFilter) for l in range(len(im_list)): - print(l) img = cv2.imread(im_list[l], cv2.IMREAD_UNCHANGED) - # img = img[0:201,500:900] - # imgAverage = averageCalculation(x,img) - if isFilter: - img = img.astype(int) - filterImg = filterImg.astype(int) - img = np.multiply(img, filterImg) + img = img / 256 + #img = img.astype(np.uint8) + img = np.multiply(img, self.filterImg) imgAverage = self.averageCalculationWithoutZeros(img) else: imgAverage = self.averageCalculationWithNumpy(img) # Without Filter @@ -98,35 +124,19 @@ def thresholdTest(self, im_list, isNight, averagesArray, filterImg, isFilter): averagesArray.append(imgAverage) allSum += imgAverage - if not isFilter: - # Without Filter and averageCalculationWithNumpy function - imgAverageThreshold = 75 - allAverageThreshold = 100 - else: - # 1 2 3 4 5 filter---------------------- averageCalculationWithNumpy function - # imgAverageThreshold = 54 - # allAverageThreshold = 25 - # 1 2 3 4 5 6 7 8 9 filter ------------------- averageCalculationWithNumpy function - imgAverageThreshold = 126 - allAverageThreshold = 180 - # 1 2 3 4 5 6 7 8 9 filter ------------------- averageCalculationWithoutZeros function - # exp filter ------------------- averageCalculationWithNumpy function - #imgAverageThreshold = 126 - #allAverageThreshold = 180 - # exp filter ------------------- averageCalculationWithoutZeros function if (isNight == True): if (imgAverage > allMax): allMax = imgAverage maxName = im_list[l] - if (imgAverage > imgAverageThreshold): + if (imgAverage > self.imgAverageThreshold): nightErrorCount = nightErrorCount + 1 else: if (imgAverage < allMin): allMin = imgAverage minName = im_list[l] - if (imgAverage < imgAverageThreshold): + if (imgAverage < self.imgAverageThreshold): dayErrorCount = dayErrorCount + 1 average = allSum / len(im_list) @@ -134,12 +144,12 @@ def thresholdTest(self, im_list, isNight, averagesArray, filterImg, isFilter): print("average: ", average) if not isNight: - print("DAY", average >= allAverageThreshold) + print("DAY", average >= self.allAverageThreshold) print(l, " , ", minName, " , ", allMin) print("dayErrorCount: ", dayErrorCount) else: - print("NIGHT", average < allAverageThreshold) + print("NIGHT", average < self.allAverageThreshold) print(l, " , ", maxName, " , ", allMax) print("nightErrorCount: ", nightErrorCount) toc = time.time() @@ -151,8 +161,8 @@ def histogramGenerator(self, nightAveragesArray, dayAveragesArray, isFilter): plt.hist(nightAveragesArray, bins=255, range=[0, 255]) plt.hist(dayAveragesArray, bins=255, range=[0, 255]) else: - plt.hist(nightAveragesArray, bins=400, range=[0, 400]) - plt.hist(dayAveragesArray, bins=400, range=[0, 400]) + plt.hist(nightAveragesArray, bins=int(np.exp(16)), range=[0, np.exp(16)]) + plt.hist(dayAveragesArray, bins=int(np.exp(16)), range=[0, np.exp(16)]) plt.show() @@ -199,9 +209,9 @@ def displayImages(self, nightTotalImgAverage, dayTotalImgAverage): dn_classifier = DNClassifier() # For MacOs # im_list_array = ["../../../../Volumes/Bariscan/Dataset/Gece/1/stereo/centre", "../../../../Volumes/Bariscan/Dataset/sample/stereo/centre", "../../../../Volumes/Bariscan/Dataset/gunduz1/Centre"] - im_list_array = ["/media/bkurtkaya/Barışcan HDD/tubitak-2209/Dataset/Gece/1/stereo/centre", "/media/bkurtkaya/Barışcan HDD/tubitak-2209/Dataset/Gece3/1/stereo/centre", - "/media/bkurtkaya/Barışcan HDD/tubitak-2209/Dataset/Gece4/1/stereo/centre", "/media/bkurtkaya/Barışcan HDD/tubitak-2209/Dataset/gunduz2/1/stereo/centre", - "/media/bkurtkaya/Barışcan HDD/tubitak-2209/Dataset/gunduz3/1/stereo/centre", "/media/bkurtkaya/Barışcan HDD/tubitak-2209/Dataset/gunduz4/1/stereo/centre"] + im_list_array = ["../Dataset/Gece/1/stereo/centre", "../Dataset/Gece3/1/stereo/centre", + "../Dataset/Gece4/1/stereo/centre", "../Dataset/gunduz2/1/stereo/centre", + "../Dataset/gunduz3/1/stereo/centre", "../Dataset/gunduz4/1/stereo/centre"] nightAveragesArray = [] dayAveragesArray = [] @@ -225,8 +235,7 @@ def displayImages(self, nightTotalImgAverage, dayTotalImgAverage): if not isDisplay: nightImageCount += len(im_list) - averagesArray = dn_classifier.thresholdTest(im_list, isNight, nightAveragesArray, - dn_classifier.filterImg, isFilter) + averagesArray = dn_classifier.thresholdTest(im_list, isNight, nightAveragesArray, isFilter) nightAveragesArray += averagesArray else: @@ -238,8 +247,7 @@ def displayImages(self, nightTotalImgAverage, dayTotalImgAverage): if not isDisplay: dayImageCount += len(im_list) - averagesArray = dn_classifier.thresholdTest(im_list, isNight, dayAveragesArray, - dn_classifier.filterImg, isFilter) + averagesArray = dn_classifier.thresholdTest(im_list, isNight, dayAveragesArray, isFilter) dayAveragesArray += averagesArray else: diff --git a/src/Xml2Txt.py b/src/utils/Xml2Txt.py similarity index 100% rename from src/Xml2Txt.py rename to src/utils/Xml2Txt.py diff --git a/src/createDatasetTxt.py b/src/utils/createDatasetTxt.py similarity index 100% rename from src/createDatasetTxt.py rename to src/utils/createDatasetTxt.py diff --git a/src/createVideo.py b/src/utils/createVideo.py similarity index 100% rename from src/createVideo.py rename to src/utils/createVideo.py diff --git a/src/imageSubstract.py b/src/utils/imageSubstract.py similarity index 57% rename from src/imageSubstract.py rename to src/utils/imageSubstract.py index 6c5991f..0db3d64 100755 --- a/src/imageSubstract.py +++ b/src/utils/imageSubstract.py @@ -20,18 +20,21 @@ def imageSubstraction(dayImg, nightImg): print("same2") - cv2.imwrite("../Test_results/dayDifferenceSubstractNight.png", daySubstractNightImg) - cv2.imwrite("../Test_results/nightDifferenceSubstractDay.png", nightSubstractDayImg) + cv2.imwrite("../../Test_results/dayDifferenceSubstractNight.png", daySubstractNightImg) + cv2.imwrite("../../Test_results/nightDifferenceSubstractDay.png", nightSubstractDayImg) def createFilter(dayImg, nightImg): filterImg = np.zeros((len(dayImg),len(dayImg[0])), dtype = type(dayImg[0][0])) - filterImg = np.exp((nightImg - dayImg)/128) + filterImg = np.exp((nightImg - dayImg)/16) + filterImg[filterImg<2.71] = 0 + filterImg = filterImg / np.exp(8) #normalization - filterImg = np.round(filterImg) - filterImg = filterImg.astype(np.uint8) - cv2.imwrite("../Test_results/differenceFilterImgExp.png", filterImg) + #filterImg = np.round(filterImg) + #filterImg = filterImg.astype(np.uint8) + #cv2.imwrite("../Test_results/differenceFilterImgGreaterExp.png", filterImg) + np.savetxt("../../Test_results/differenceFilterImgGreaterExp.csv", filterImg, delimiter=',') return filterImg @@ -40,8 +43,8 @@ def createFilter(dayImg, nightImg): ################# ALGORITHM ################ if __name__ == "__main__": - dayAveragePhoto = (glob.glob("../Test_results/differenceDayAverage.png")) - nightAveragePhoto = (glob.glob("../Test_results/differenceNightAverage.png")) + dayAveragePhoto = (glob.glob("../../Test_results/differenceDayAverage.png")) + nightAveragePhoto = (glob.glob("../../Test_results/differenceNightAverage.png")) dayImg = cv2.imread(dayAveragePhoto[0] , cv2.IMREAD_UNCHANGED) nightImg = cv2.imread(nightAveragePhoto[0] , cv2.IMREAD_UNCHANGED)