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louiscklaw
2025-01-31 22:56:58 +08:00
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1
vinniesniper-54816/task1/_lab/001-test-integration/.gitignore vendored Normal file
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__pycache__

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vinniesniper-54816/task1/_lab/001-test-integration/SIFT.py Normal file
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import cv2 as cv
import numpy as np
import os, sys
key_and_desc_cache = {}
def getKeyAndDesc(img_path1):
global key_and_desc_cache
key = img_path1
if key in key_and_desc_cache:
pass
else:
detector = cv.SIFT_create()
img1 = cv.imread(img_path1)
key_and_desc_cache[key] = detector.detectAndCompute(img1, None)
return key_and_desc_cache[key]
def SIFT(img_path1, img_path2):
try:
img1 = cv.imread(img_path1)
img2 = cv.imread(img_path2)
if img1 is None or img2 is None:
print("Error loading images!")
exit(0)
except:
print("Error loading images!")
exit(0)
# -- Step 1: Detect the keypoints using SIFT Detector, compute the descriptors
minHessian = 400
keypoints1, descriptors1 = getKeyAndDesc(img_path1)
keypoints2, descriptors2 = getKeyAndDesc(img_path2)
# -- Step 2: Matching descriptor vectors with a brute force matcher
matcher = cv.DescriptorMatcher_create(cv.DescriptorMatcher_BRUTEFORCE)
matches = matcher.match(descriptors1, descriptors2)
# -- Draw matches
# img_matches = np.empty((max(img1.shape[0], img2.shape[0]), img1.shape[1] + img2.shape[1], 3), dtype=np.uint8)
# cv.drawMatches(img1, keypoints1, img2, keypoints2, matches, img_matches)
# # -- Show detected matches
# cv.imshow("Matches: SIFT (Python)", img_matches)
# cv.waitKey()
# draw good matches
matches = sorted(matches, key=lambda x: x.distance)
min_dist = matches[0].distance
good_matches = tuple(filter(lambda x: x.distance <= 1.1 * min_dist, matches))
# img_matches = np.empty((max(img1.shape[0], img2.shape[0]), img1.shape[1] + img2.shape[1], 3), dtype=np.uint8)
# cv.drawMatches(
# img1, keypoints1, img2, keypoints2, good_matches, img_matches, flags=cv.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS
# )
return len(good_matches)
# -- Show detected matches
# cv.imshow("Good Matches: SIFT (Python)", img_matches)
# cv.waitKey()

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vinniesniper-54816/task1/_lab/001-test-integration/color_layout_descriptor.py Normal file
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import cv2
import numpy as np
get_full_cld_cache = {}
get_ud_cld_cache = {}
get_lr_cld_cache = {}
def getFullCLD(img_test_path, num_blocks=8, resize_to_px=256):
global get_full_cld_cache
if img_test_path in get_full_cld_cache:
return [get_full_cld_cache[img_test_path], get_ud_cld_cache[img_test_path], get_lr_cld_cache[img_test_path]]
else:
image = cv2.imread(img_test_path)
resized_image = cv2.resize(image, (resize_to_px, resize_to_px))
# Step 4: Convert image to YCrCb color space
ycrcb_image = cv2.cvtColor(resized_image, cv2.COLOR_BGR2YCrCb)
# Step 5: Divide the image into sub-blocks
block_size = int(resize_to_px / num_blocks)
blocks = []
for i in range(num_blocks):
for j in range(num_blocks):
block = ycrcb_image[
i * block_size : (i + 1) * block_size,
j * block_size : (j + 1) * block_size,
]
blocks.append(block)
# Step 6: Extract features from each sub-block
i = 0
features = []
features_u = []
features_d = []
features_l = []
features_r = []
for block in blocks:
# Compute the mean and standard deviation of each color channel
mean_y, mean_cr, mean_cb = np.mean(block, axis=(0, 1))
std_y, std_cr, std_cb = np.std(block, axis=(0, 1))
features.extend([mean_y, mean_cr, mean_cb, std_y, std_cr, std_cb])
if i < 32:
features_u.extend([mean_y, mean_cr, mean_cb, std_y, std_cr, std_cb])
else:
features_d.extend([mean_y, mean_cr, mean_cb, std_y, std_cr, std_cb])
if i % 8 < 4:
features_l.extend([mean_y, mean_cr, mean_cb, std_y, std_cr, std_cb])
else:
features_r.extend([mean_y, mean_cr, mean_cb, std_y, std_cr, std_cb])
i += 1
# Step 7: Concatenate features into a single vector
cld_vector = np.array(features)
cld_vector_u = np.array(features_u)
cld_vector_d = np.array(features_d)
cld_vector_l = np.array(features_l)
cld_vector_r = np.array(features_r)
get_full_cld_cache[img_test_path] = cld_vector
get_ud_cld_cache[img_test_path] = [cld_vector_u, cld_vector_d]
get_lr_cld_cache[img_test_path] = [cld_vector_l, cld_vector_r]
return [get_full_cld_cache[img_test_path], get_ud_cld_cache[img_test_path], get_lr_cld_cache[img_test_path]]
def getFullCLDDiff(img_src_path, img_test_path, block=8, resize_to_px=256):
full_cld1, ud_cld1, lr_cld1 = getFullCLD(img_src_path, block, resize_to_px)
full_cld2, ud_cld2, lr_cld2 = getFullCLD(img_test_path, block, resize_to_px)
# Compute the Euclidean distance between the two CLD vectors
d_full = np.linalg.norm(full_cld1 - full_cld2)
d_up = np.linalg.norm(ud_cld1[0] - ud_cld2[0])
d_down = np.linalg.norm(ud_cld1[1] - ud_cld2[1])
d_left = np.linalg.norm(lr_cld1[0] - lr_cld2[0])
d_right = np.linalg.norm(lr_cld1[1] - lr_cld2[1])
return [d_full, d_up, d_down, d_left, d_right]

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vinniesniper-54816/task1/_lab/001-test-integration/compareImgs.py Normal file
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# Compute pixel-by-pixel difference and return the sum
import cv2 as cv
def compareImgs(img1, img2):
# img2 = cv.resize(img2, (img1.shape[1], img1.shape[0]))
diff = cv.absdiff(img1, img2)
return diff.sum()

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vinniesniper-54816/task1/_lab/001-test-integration/compareImgs_hist.py Normal file
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import cv2 as cv
def compareImgs_hist_del(img1, img2):
width, height = img1.shape[1], img1.shape[0]
img2 = cv.resize(img2, (width, height))
num_bins = 10
hist1 = [0] * num_bins
hist2 = [0] * num_bins
bin_width = 255.0 / num_bins + 1e-4
# compute histogram from scratch
# for w in range(width):
# for h in range(height):
# hist1[int(img1[h, w] / bin_width)] += 1
# hist2[int(img2[h, w] / bin_width)] += 1
# compute histogram by using opencv function
# https://docs.opencv.org/4.x/d6/dc7/group__imgproc__hist.html#ga4b2b5fd75503ff9e6844cc4dcdaed35d
hist1 = cv.calcHist([img1], [0], None, [num_bins], [0, 255])
hist2 = cv.calcHist([img2], [0], None, [num_bins], [0, 255])
sum = 0
for i in range(num_bins):
sum += abs(hist1[i] - hist2[i])
return sum / float(width * height)

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vinniesniper-54816/task1/_lab/001-test-integration/compareImgs_hist_rgb.py Normal file
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import cv2 as cv
import numpy as np
img_cache = {}
hist_rgb_cache = {}
def readImage(img_path):
global img_cache
if img_path in img_cache.keys():
pass
else:
# read image
img_test_rgb = cv.imread(img_path)
# convert to gray scale
img_test_rgb = cv.resize(img_test_rgb, (1024, 1024))
img_cache[img_path] = img_test_rgb
return img_cache[img_path]
def cachedCvCalcHist(img2_path, channel, num_bins):
global hist_rgb_cache
img_input = readImage(img2_path)
if tuple([img2_path, channel, num_bins]) in hist_rgb_cache.keys():
return hist_rgb_cache[tuple([img2_path, channel, num_bins])]
else:
hist = cv.calcHist([img_input], [channel], None, [num_bins], [0, 255])
hist_rgb_cache[tuple([img2_path, channel, num_bins])] = hist
return hist
def compareImgs_hist_rgb(img1_path, img2_path, num_bins=10):
total_diff = 0
for channel in range(3): # Iterate over RGB channels
# hist1 = cv.calcHist([img1], [channel], None, [num_bins], [0, 255])
# hist2 = cv.calcHist([img2], [channel], None, [num_bins], [0, 255])
hist1 = cachedCvCalcHist(img1_path, channel, num_bins)
hist2 = cachedCvCalcHist(img2_path, channel, num_bins)
channel_diff = np.sum(np.abs(hist1 - hist2))
total_diff += channel_diff
return total_diff / (3 * float(1024 * 1024))

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vinniesniper-54816/task1/_lab/001-test-integration/countour_util.py Normal file
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import cv2 as cv
import math
import numpy as np
import os, sys
img_cache = {}
hist_rgb_cache = {}
def readImage(img_path):
global img_cache
if img_path in img_cache.keys():
pass
else:
# read image
img_test_rgb = cv.imread(img_path)
# convert to gray scale
img_test_rgb = cv.resize(img_test_rgb, (1024, 1024))
img_cache[img_path] = img_test_rgb
return img_cache[img_path]
def getCountourDiff():
pass
def checkCountourImg1(img1):
try:
kernel = cv.getStructuringElement(cv.MORPH_RECT, (6, 6))
# calculation for the area of a circle in img1
heightCenter1 = img1.shape[0] / 2
widthCenter1 = img1.shape[1] / 2
heightCircle1 = img1.shape[0] / 2.3
widthCircle1 = img1.shape[1] / 2.7
center1 = (round(widthCenter1), round(heightCenter1))
axesLength1 = (round(widthCircle1), round(heightCircle1))
circleArea1 = round(math.pi * widthCircle1 * heightCircle1)
# calculation for contours and total area of img1
L, U, V = cv.split(cv.cvtColor(img1, cv.COLOR_BGR2LUV))
channel1 = cv.merge([U, U, U])
channel1 = cv.cvtColor(channel1, cv.COLOR_BGR2GRAY)
closed1 = cv.morphologyEx(channel1, cv.MORPH_CLOSE, kernel)
closed1 = cv.medianBlur(closed1, 3)
retval, threshold1 = cv.threshold(closed1, 100, 255, cv.THRESH_BINARY)
contours1, hierarchy1 = cv.findContours(threshold1, cv.RETR_LIST, cv.CHAIN_APPROX_NONE)
# cv.drawContours(img1, contours1, -1, (0, 255, 0), 2)
# cv.imshow("Contours Image 1", img1)
# cv.waitKey(0)
# cv.destroyAllWindows()
# sys.exit()
return (contours1, circleArea1)
except Exception as e:
print(e)
def checkCountourImg2(img2):
kernel = cv.getStructuringElement(cv.MORPH_RECT, (6, 6))
try:
# calculation for the area of a circle in img2
img2copy = img2.copy()
height, width, _ = img2.shape
heightCenter2, widthCenter2 = height / 2, width / 2
heightCircle2, widthCircle2 = height / 2.3, width / 2.5
center2 = (round(widthCenter2), round(heightCenter2))
axesLength2 = (round(widthCircle2), round(heightCircle2))
circleArea2 = round(math.pi * widthCircle2 * heightCircle2)
img2circle = cv.ellipse(img2copy, center2, axesLength2, 0, 0, 360, (0, 0, 255), 2)
# calculation for contours and total area of img2
L, U, V = cv.split(cv.cvtColor(img2circle, cv.COLOR_BGR2LUV))
channel2 = cv.merge([U, U, U])
channel2 = cv.cvtColor(channel2, cv.COLOR_BGR2GRAY)
closed2 = cv.morphologyEx(channel2, cv.MORPH_CLOSE, kernel)
closed2 = cv.medianBlur(closed2, 3)
retval, threshold2 = cv.threshold(closed2, 110, 255, cv.THRESH_BINARY)
contours2, hierarchy2 = cv.findContours(threshold2, cv.RETR_LIST, cv.CHAIN_APPROX_NONE)
return (contours2, circleArea2)
except Exception as e:
print(e)
def getCountour(img1, img2):
try:
kernel = cv.getStructuringElement(cv.MORPH_RECT, (6, 6))
totalArea1 = 0
totalArea2 = 0
# calculation for the area of a circle in img1
heightCenter1 = img1.shape[0] / 2
widthCenter1 = img1.shape[1] / 2
heightCircle1 = img1.shape[0] / 2.3
widthCircle1 = img1.shape[1] / 2.7
center1 = (round(widthCenter1), round(heightCenter1))
axesLength1 = (round(widthCircle1), round(heightCircle1))
circleArea1 = round(math.pi * widthCircle1 * heightCircle1)
# calculation for contours and total area of img1
L, U, V = cv.split(cv.cvtColor(img1, cv.COLOR_BGR2LUV))
channel1 = cv.merge([U, U, U])
channel1 = cv.cvtColor(channel1, cv.COLOR_BGR2GRAY)
closed1 = cv.morphologyEx(channel1, cv.MORPH_CLOSE, kernel)
closed1 = cv.medianBlur(closed1, 3)
retval, threshold1 = cv.threshold(closed1, 110, 255, cv.THRESH_BINARY)
contours1, hierarchy1 = cv.findContours(threshold1, cv.RETR_LIST, cv.CHAIN_APPROX_NONE)
for contour in contours1:
totalArea1 += cv.contourArea(contour)
# calculation for the area of a circle in img2
img2copy = img2.copy()
heightCenter2 = img2copy.shape[0] / 2
widthCenter2 = img2copy.shape[1] / 2
heightCircle2 = img2copy.shape[0] / 2.3
widthCircle2 = img2copy.shape[1] / 2.5
center2 = (round(widthCenter2), round(heightCenter2))
axesLength2 = (round(widthCircle2), round(heightCircle2))
circleArea2 = round(math.pi * widthCircle2 * heightCircle2)
img2circle = cv.ellipse(img2copy, center2, axesLength2, 0, 0, 360, (0, 0, 255), 2)
# calculation for contours and total area of img2
L, U, V = cv.split(cv.cvtColor(img2circle, cv.COLOR_BGR2LUV))
channel2 = cv.merge([U, U, U])
channel2 = cv.cvtColor(channel2, cv.COLOR_BGR2GRAY)
closed2 = cv.morphologyEx(channel2, cv.MORPH_CLOSE, kernel)
closed2 = cv.medianBlur(closed2, 3)
retval, threshold2 = cv.threshold(closed2, 110, 255, cv.THRESH_BINARY)
contours2, hierarchy2 = cv.findContours(threshold2, cv.RETR_LIST, cv.CHAIN_APPROX_NONE)
for contour in contours2:
totalArea2 += cv.contourArea(contour)
# calculation of contour area over circle area
print(totalArea1, circleArea1, totalArea2, circleArea2)
sys.exit()
circleRatio1 = totalArea1 / circleArea1
circleRatio2 = totalArea2 / circleArea2
difference = circleRatio2 / circleRatio1
return difference
except Exception as e:
print(e)
def getContourDiff(img1_path, img2_path):
totalArea1 = 0
totalArea2 = 0
img1 = readImage(img1_path)
img2 = readImage(img2_path)
try:
(contours1, circleArea1) = checkCountourImg1(img1)
for contour in contours1:
totalArea1 += cv.contourArea(contour)
(contours2, circleArea2) = checkCountourImg2(img2)
for contour in contours2:
totalArea2 += cv.contourArea(contour)
# calculation of contour area over circle area
circleRatio1 = totalArea1 / circleArea1
circleRatio2 = totalArea2 / circleArea2
difference = circleRatio2 / circleRatio1
return difference
except Exception as e:
print(e)

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vinniesniper-54816/task1/_lab/001-test-integration/demo.py Normal file
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import cv2 as cv
import numpy as np
from glob import glob
# the directory of the image database
database_dir = "image.orig"
# Compute pixel-by-pixel difference and return the sum
def compareImgs(img1, img2):
# resize img2 to img1
img2 = cv.resize(img2, (img1.shape[1], img1.shape[0]))
diff = cv.absdiff(img1, img2)
return diff.sum()
def compareImgs_hist(img1, img2):
width, height = img1.shape[1], img1.shape[0]
img2 = cv.resize(img2, (width, height))
num_bins = 10
hist1 = [0] * num_bins
hist2 = [0] * num_bins
bin_width = 255.0 / num_bins + 1e-4
# compute histogram from scratch
# for w in range(width):
# for h in range(height):
# hist1[int(img1[h, w] / bin_width)] += 1
# hist2[int(img2[h, w] / bin_width)] += 1
# compute histogram by using opencv function
# https://docs.opencv.org/4.x/d6/dc7/group__imgproc__hist.html#ga4b2b5fd75503ff9e6844cc4dcdaed35d
hist1 = cv.calcHist([img1], [0], None, [num_bins], [0, 255])
hist2 = cv.calcHist([img2], [0], None, [num_bins], [0, 255])
sum = 0
for i in range(num_bins):
sum += abs(hist1[i] - hist2[i])
return sum / float(width * height)
def retrieval():
print("1: beach")
print("2: building")
print("3: bus")
print("4: dinosaur")
print("5: flower")
print("6: horse")
print("7: man")
choice = input("Type in the number to choose a category and type enter to confirm\n")
if choice == '1':
src_input = cv.imread("beach.jpg")
print("You choose: %s - beach\n" % choice)
if choice == '2':
src_input = cv.imread("building.jpg")
print("You choose: %s - building\n" % choice)
if choice == '3':
src_input = cv.imread("bus.jpg")
print("You choose: %s - bus\n" % choice)
if choice == '4':
src_input = cv.imread("dinosaur.jpg")
print("You choose: %s - dinosaur\n" % choice)
if choice == '5':
src_input = cv.imread("flower.jpg")
print("You choose: %s - flower\n" % choice)
if choice == '6':
src_input = cv.imread("horse.jpg")
print("You choose: %s - horse\n" % choice)
if choice == '7':
src_input = cv.imread("man.jpg")
print("You choose: %s - man\n" % choice)
min_diff = 1e50
# src_input = cv.imread("man.jpg")
cv.imshow("Input", src_input)
# change the image to gray scale
src_gray = cv.cvtColor(src_input, cv.COLOR_BGR2GRAY)
# read image database
database = sorted(glob(database_dir + "/*.jpg"))
for img in database:
# read image
img_rgb = cv.imread(img)
# convert to gray scale
img_gray = cv.cvtColor(img_rgb, cv.COLOR_BGR2GRAY)
# compare the two images
diff = compareImgs(src_gray, img_gray)
# compare the two images by histogram, uncomment the following line to use histogram
# diff = compareImgs_hist(src_gray, img_gray)
print(img, diff)
# find the minimum difference
if diff <= min_diff:
# update the minimum difference
min_diff = diff
# update the most similar image
closest_img = img_rgb
result = img
print("the most similar image is %s, the pixel-by-pixel difference is %f " % (result, min_diff))
print("\n")
cv.imshow("Result", closest_img)
cv.waitKey(0)
cv.destroyAllWindows()
def SIFT():
img1 = cv.imread("flower.jpg")
img2 = cv.imread("image.orig/685.jpg")
if img1 is None or img2 is None:
print('Error loading images!')
exit(0)
#-- Step 1: Detect the keypoints using SIFT Detector, compute the descriptors
minHessian = 400
detector = cv.SIFT_create()
keypoints1, descriptors1 = detector.detectAndCompute(img1, None)
keypoints2, descriptors2 = detector.detectAndCompute(img2, None)
#-- Step 2: Matching descriptor vectors with a brute force matcher
matcher = cv.DescriptorMatcher_create(cv.DescriptorMatcher_BRUTEFORCE)
matches = matcher.match(descriptors1, descriptors2)
#-- Draw matches
img_matches = np.empty((max(img1.shape[0], img2.shape[0]), img1.shape[1]+img2.shape[1], 3), dtype=np.uint8)
cv.drawMatches(img1, keypoints1, img2, keypoints2, matches, img_matches)
#-- Show detected matches
cv.imshow('Matches: SIFT (Python)', img_matches)
cv.waitKey()
# draw good matches
matches = sorted(matches, key = lambda x:x.distance)
min_dist = matches[0].distance
good_matches = tuple(filter(lambda x:x.distance <= 2 * min_dist, matches))
img_matches = np.empty((max(img1.shape[0], img2.shape[0]), img1.shape[1]+img2.shape[1], 3), dtype=np.uint8)
cv.drawMatches(img1, keypoints1, img2, keypoints2, good_matches, img_matches, flags=cv.DrawMatchesFlags_NOT_DRAW_SINGLE_POINTS)
#-- Show detected matches
cv.imshow('Good Matches: SIFT (Python)', img_matches)
cv.waitKey()
def main():
# img = cv.imread("beach.jpg")
# cv.imshow("Image", img)
# from matplotlib import pyplot as plt
# plt.hist(img.ravel(),10,[0,256]); plt.show()
# gray_img = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
# cv.imshow("Gray Image", gray_img)
# cv.waitKey()
print("1: Image retrieval demo")
print("2: SIFT demo")
number = int(input("Type in the number to choose a demo and type enter to confirm\n"))
if number == 1:
retrieval()
elif number == 2:
SIFT()
# pass
else:
print("Invalid input")
exit()
main()

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vinniesniper-54816/task1/_lab/001-test-integration/draft1.py Normal file
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import os, sys
from SIFT import SIFT
from retrieval import retrieval
from pprint import pprint
def main():
print("start")
# img = cv.imread("beach.jpg")
# cv.imshow("Image", img)
# from matplotlib import pyplot as plt
# plt.hist(img.ravel(),10,[0,256]); plt.show()
# gray_img = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
# cv.imshow("Gray Image", gray_img)
# cv.waitKey()
# for para_test in [8, 16]:
# print("test using " + str(para_test))
# assert retrieval("2") == "2"
# print("test using " + str(para_test) + " passed")
# flower
# assert retrieval("6") == "7" # 731, horse
# assert retrieval("1") == "1" # 126, 138, beach
# assert retrieval("4") == "4" # 458, dinosaur
# assert retrieval("5") == "6" # 6xx means flower category
#
assert retrieval("2") == "2" # 2xx means building
#
# assert retrieval('3') == "3"
print("test done")
sys.exit()
main()

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vinniesniper-54816/task1/_lab/001-test-integration/grayscale.py Normal file
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import cv2
convert_gray_scale_cache = {}
def grayscale(img_test_path):
global convert_gray_scale_cache
try:
if img_test_path in convert_gray_scale_cache.keys():
pass
else:
# read image
img_test_rgb = cv2.imread(img_test_path)
# convert to gray scale
img_test_gray = cv2.cvtColor(img_test_rgb, cv2.COLOR_BGR2GRAY)
img_test_gray = cv2.resize(img_test_gray, (1024, 1024))
convert_gray_scale_cache[img_test_path] = img_test_gray
return convert_gray_scale_cache[img_test_path]
except:
print("error during converting to grayscale")
exit(0)

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vinniesniper-54816/task1/_lab/001-test-integration/image.orig/tidy_filename.py Normal file
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import os
for filename in os.listdir():
if filename.endswith(".jpg"):
num = int(os.path.splitext(filename)[0])
new_filename = "{:03d}.jpg".format(num)
os.rename(filename, new_filename)

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991 image.orig/990.jpg 84144955 0.68955487 4 54.61705961936579 757.3856605956555 641.6850650950183 402.3348308435647 511.02034138123054 559.0091676981051 0.43861965755803145 0.20802788589732385 0.1111111111111111 0.44803057986985917 0.49864937194236286 0.519131086509684 0.3474445049071966 0.5327227812171392 0.49479572100067315
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vinniesniper-54816/task1/_lab/001-test-integration/retrieval copy 2.py Normal file
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from compareImgs import compareImgs
import cv2 as cv
from glob import glob
# from compareImgs_hist import compareImgs_hist
from compareImgs_hist_rgb import compareImgs_hist_rgb
from SIFT import SIFT
from pprint import pprint
import os, sys
from countour_util import getContourDiff, checkCountourImg1
from color_layout_descriptor import getFullCLDDiff
from grayscale import grayscale
# the directory of the image database
database_dir = "image.orig"
img_src_path = ""
img_cache = {}
def retrieval(choice="1"):
if choice == "1":
img_src_path = "beach.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - beach\n" % choice)
if choice == "2":
img_src_path = "building.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - building\n" % choice)
if choice == "3":
img_src_path = "bus.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - bus\n" % choice)
if choice == "4":
img_src_path = "dinosaur.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - dinosaur\n" % choice)
if choice == "5":
img_src_path = "flower.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - flower\n" % choice)
if choice == "6":
img_src_path = "horse.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - horse\n" % choice)
if choice == "7":
img_src_path = "man.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - man\n" % choice)
min_diff = 1e50
# src_input = cv.imread("man.jpg")
# cv.imshow("Input", src_input)
# read image database
database = sorted(glob(database_dir + "/*.jpg"))
# check of contour applicable
check_contour = True
len_contour = len(checkCountourImg1(img_src_rgb)[0])
if len_contour == 0:
# no contour found
check_contour = False
weight_diff_gray = 0.25
weight_diff_rgb = 0.25
weight_diff_sift = 0
weight_diff_contour = 0.25
weight_diff_cld = 0.25
raw_results = []
i = 0
# for img_test_path in database:
# for img_test_path in database[200:299] + database[600:699] + database[400:499] + database[700:799] + database[100:199]:
for img_test_path in database[000:999]:
# for img_test_path in database[135:140]:
print("processing: " + img_test_path, end="\r")
img_test_rgb = None
# # read image
if img_test_path in img_cache:
img_test_rgb = img_cache[img_test_path]
else:
img_test_rgb = cv.imread(img_test_path)
img_cache[img_test_path] = img_test_rgb
# # convert to gray scale
# img_test_gray = cv.cvtColor(img_test_rgb, cv.COLOR_BGR2GRAY)
# change the image to gray scale
img_src_gray = grayscale(img_src_path)
img_test_gray = grayscale(img_test_path)
diff_gray = compareImgs(img_src_gray, img_test_gray)
# compare the two images by histogram, uncomment the following line to use histogram
diff_rgb = compareImgs_hist_rgb(img_src_path, img_test_path)
diff_contour = getContourDiff(img_src_rgb, img_test_rgb) if check_contour else 0
diff_cld_full, diff_cld_up, diff_cld_down, diff_cld_left, diff_cld_right = getFullCLDDiff(
img_src_path, img_test_path
)
sift_match = SIFT(img_src_path, img_test_path)
# sift_match = 1
raw_results.append(
[
img_test_path,
diff_gray,
diff_rgb,
sift_match,
diff_contour,
diff_cld_full,
diff_cld_up,
diff_cld_down,
diff_cld_left,
diff_cld_right,
]
)
# if i > 3:
# break
i += 1
print("\nprocess done")
np_raw_results = np.array(raw_results)
arr_normalized = np_raw_results / np_raw_results.sum(axis=0)
# normalize
min_diff_gray = min(raw_result[1] for raw_result in raw_results)
max_diff_gray = max(raw_result[1] for raw_result in raw_results)
min_diff_rgb = min(raw_result[2] for raw_result in raw_results)
max_diff_rgb = max(raw_result[2] for raw_result in raw_results)
min_diff_sift_match = min(raw_result[3] for raw_result in raw_results)
max_diff_sift_match = max(raw_result[3] for raw_result in raw_results)
min_diff_contour = min(raw_result[4] for raw_result in raw_results)
max_diff_contour = max(raw_result[4] for raw_result in raw_results)
min_diff_cld_full = min(raw_result[5] for raw_result in raw_results)
max_diff_cld_full = max(raw_result[5] for raw_result in raw_results)
min_diff_cld_up = min(raw_result[6] for raw_result in raw_results)
max_diff_cld_up = max(raw_result[6] for raw_result in raw_results)
min_diff_cld_down = min(raw_result[7] for raw_result in raw_results)
max_diff_cld_down = max(raw_result[7] for raw_result in raw_results)
min_diff_cld_left = min(raw_result[8] for raw_result in raw_results)
max_diff_cld_left = max(raw_result[8] for raw_result in raw_results)
min_diff_cld_right = min(raw_result[9] for raw_result in raw_results)
max_diff_cld_right = max(raw_result[9] for raw_result in raw_results)
for i in range(len(raw_results)):
normalize_contour = 0
if check_contour:
normalize_contour = (raw_results[i][4] - min_diff_contour) / (max_diff_contour - min_diff_contour)
raw_results[i] = [
raw_results[i][0],
(raw_results[i][1] - min_diff_gray) / (max_diff_gray - min_diff_gray),
(raw_results[i][2] - min_diff_rgb) / (max_diff_rgb - min_diff_rgb),
(raw_results[i][3] - min_diff_sift_match) / (max_diff_sift_match - min_diff_sift_match),
normalize_contour,
(raw_results[i][5] - min_diff_cld_full) / (max_diff_cld_full - min_diff_cld_full),
(raw_results[i][6] - min_diff_cld_up) / (max_diff_cld_up - min_diff_cld_up),
(raw_results[i][7] - min_diff_cld_down) / (max_diff_cld_down - min_diff_cld_down),
(raw_results[i][8] - min_diff_cld_left) / (max_diff_cld_left - min_diff_cld_left),
(raw_results[i][9] - min_diff_cld_right) / (max_diff_cld_right - min_diff_cld_right),
]
for raw_result in raw_results:
img_test_path, diff_gray, diff_rgb, sift_match, diff_contour, diff_cld_full = raw_result
w_diff_gray = weight_diff_gray * diff_gray
w_diff_rgb = weight_diff_rgb * diff_rgb
w_sift_match = weight_diff_sift * (1 - sift_match)
w_diff_contour = weight_diff_contour * diff_contour
w_diff_cld_full = weight_diff_cld * diff_cld_full
w_diff_cld_up = weight_diff_cld * diff_cld_up
w_diff_cld_down = weight_diff_cld * diff_cld_down
w_diff_cld_left = weight_diff_cld * diff_cld_left
w_diff_cld_right = weight_diff_cld * diff_cld_right
diff_sum = sum(
[
#
w_diff_gray,
w_diff_rgb,
# 1 - match = difference
w_sift_match,
w_diff_contour,
w_diff_cld_full,
]
)
raw_result.extend([w_diff_gray, w_diff_rgb, w_sift_match, w_diff_contour, w_diff_cld_full, diff_sum])
raw_results.sort(key=lambda raw_result: raw_result[-1])
# min_raw_result = min(raw_results, key=lambda raw_result: raw_result[-1])
min_raw_result = raw_results[0]
result = min_raw_result[0]
import csv
with open("raw_results.csv", mode="w", newline="") as file:
writer = csv.writer(file)
writer.writerow(
[
#
"Image",
"diff_gray",
"diff_RGB",
"SIFT_Match",
"diff_contour",
"diff_cld",
#
"w_diff_gray",
"w_diff_RGB",
"w_diff_sift",
"w_diff_contour",
"w_diff_cld",
"sum diff",
"image",
]
)
for raw_result in raw_results:
writer.writerow(raw_result + [raw_result[0]])
result_category = result.replace("image.orig/", "")[0]
print("r:" + result + " rc:" + result_category)
return result_category

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vinniesniper-54816/task1/_lab/001-test-integration/retrieval copy.py Normal file
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from compareImgs import compareImgs
import cv2 as cv
from glob import glob
from compareImgs_hist import compareImgs_hist
from compareImgs_hist_rgb import compareImgs_hist_rgb
from SIFT import SIFT
from pprint import pprint
import os, sys
# the directory of the image database
database_dir = "image.orig"
def retrieval(choice="1"):
if choice == "1":
src_rgb = cv.imread("beach.jpg")
# print("You choose: %s - beach\n" % choice)
if choice == "2":
src_rgb = cv.imread("building.jpg")
# print("You choose: %s - building\n" % choice)
if choice == "3":
src_rgb = cv.imread("bus.jpg")
# print("You choose: %s - bus\n" % choice)
if choice == "4":
src_rgb = cv.imread("dinosaur.jpg")
# print("You choose: %s - dinosaur\n" % choice)
if choice == "5":
src_rgb = cv.imread("flower.jpg")
# print("You choose: %s - flower\n" % choice)
if choice == "6":
src_rgb = cv.imread("horse.jpg")
# print("You choose: %s - horse\n" % choice)
if choice == "7":
src_rgb = cv.imread("man.jpg")
# print("You choose: %s - man\n" % choice)
min_diff = 1e50
# src_input = cv.imread("man.jpg")
# cv.imshow("Input", src_input)
# change the image to gray scale
src_gray = cv.cvtColor(src_rgb, cv.COLOR_BGR2GRAY)
# read image database
database = sorted(glob(database_dir + "/*.jpg"))
raw_results = []
i = 0
for img in database[0:150]:
# read image
img_rgb = cv.imread(img)
# convert to gray scale
img_gray = cv.cvtColor(img_rgb, cv.COLOR_BGR2GRAY)
# compare the two images
diff_gray = compareImgs(src_gray, img_gray)
# compare the two images by histogram, uncomment the following line to use histogram
diff_rgb = compareImgs_hist_rgb(src_rgb, img_rgb)
sift_match = SIFT(src_rgb, img_rgb)
raw_results.append([img, diff_gray, diff_rgb, sift_match])
# if i > 3:
# break
i += 1
# normalize
min_diff_gray = min([raw_result[1] for raw_result in raw_results])
max_diff_gray = max([raw_result[1] for raw_result in raw_results])
min_diff_rgb = min([raw_result[2] for raw_result in raw_results])
max_diff_rgb = max([raw_result[2] for raw_result in raw_results])
min_diff_sift_match = min([raw_result[3] for raw_result in raw_results])
max_diff_sift_match = max([raw_result[3] for raw_result in raw_results])
for i in range(len(raw_results)):
raw_results[i] = [
raw_results[i][0],
(raw_results[i][1] - min_diff_gray) / (max_diff_gray - min_diff_gray),
(raw_results[i][2] - min_diff_rgb) / (max_diff_rgb - min_diff_rgb),
(raw_results[i][3] - min_diff_sift_match) / (max_diff_sift_match - min_diff_sift_match),
]
weight_diff_gray = 0.7
weight_diff_rgb = 0.3
weight_sift_match = 0
for raw_result in raw_results:
img, diff_gray, diff_rgb, sift_match = raw_result
test = sum(
[
#
weight_diff_gray * diff_gray,
weight_diff_rgb * diff_rgb,
weight_sift_match * (1 - sift_match),
]
)
if test <= min_diff:
min_diff = test
result = img
result_category = result.replace("image.orig/", "")[0]
print("r:" + result + " rc:" + result_category)
return result_category

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vinniesniper-54816/task1/_lab/001-test-integration/retrieval.py Normal file
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from compareImgs import compareImgs
import cv2 as cv
from glob import glob
import numpy as np
from write_csv import write_csv
# from compareImgs_hist import compareImgs_hist
from compareImgs_hist_rgb import compareImgs_hist_rgb
from SIFT import SIFT
from pprint import pprint
import os, sys
from countour_util import getContourDiff, checkCountourImg1
from color_layout_descriptor import getFullCLDDiff
from grayscale import grayscale
# the directory of the image database
database_dir = "image.orig"
img_src_path = ""
img_cache = {}
def retrieval(choice="1", para_test=0):
if choice == "1":
img_src_path = "beach.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - beach\n" % choice)
if choice == "2":
img_src_path = "building.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - building\n" % choice)
if choice == "3":
img_src_path = "bus.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - bus\n" % choice)
if choice == "4":
img_src_path = "dinosaur.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - dinosaur\n" % choice)
if choice == "5":
img_src_path = "flower.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - flower\n" % choice)
if choice == "6":
img_src_path = "horse.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - horse\n" % choice)
if choice == "7":
img_src_path = "man.jpg"
img_src_rgb = cv.imread(img_src_path)
# print("You choose: %s - man\n" % choice)
min_diff = 1e50
# src_input = cv.imread("man.jpg")
# cv.imshow("Input", src_input)
# read image database
database = sorted(glob(database_dir + "/*.jpg"))
weight_diff_gray = 0.3
weight_diff_rgb = 0.3
weight_diff_sift = 0.1
weight_diff_contour = 0
weight_diff_cld = 0.3
weight_diff_u = 0
weight_diff_d = 0
weight_diff_l = 0
weight_diff_r = 0
# check of contour applicable
check_contour = True
len_contour = len(checkCountourImg1(img_src_rgb)[0])
# len_contour = len(checkCountourImg1(img_src_rgb, 150)[0])
# len_contour_check_building = len(checkCountourImg1(img_src_rgb, 100)[0])
print(len_contour)
# sys.exit()
if len_contour == 0:
# no contour found
check_contour = False
else:
weight_diff_gray = 0.0
weight_diff_rgb = 0.1
weight_diff_sift = 0.1
weight_diff_contour = 0.75
weight_diff_cld = 0.05
weight_diff_u = 0
weight_diff_d = 0
weight_diff_l = 0
weight_diff_r = 0
# else:
# weight_diff_gray = 0.01
# weight_diff_rgb = 0.1
# weight_diff_sift = 0.0
# weight_diff_contour = 0.6
# weight_diff_cld = 0.2
# weight_diff_u = 0
# weight_diff_d = 0
# weight_diff_l = 0
# weight_diff_r = 0
print("contour mode applied")
raw_results = []
i = 0
# for img_test_path in database:
# for img_test_path in database[200:299] + database[600:699] + database[400:499] + database[700:799] + database[100:199]:
# for img_test_path in database[100:199] + database[500:599]:
for img_test_path in database[0:999]:
# for img_test_path in database[135:140]:
if img_test_path[-5:] == "0.jpg":
print("processing: " + img_test_path, end="\r")
img_test_rgb = None
# # read image
if img_test_path in img_cache:
img_test_rgb = img_cache[img_test_path]
else:
img_test_rgb = cv.imread(img_test_path)
img_cache[img_test_path] = img_test_rgb
# # convert to gray scale
# img_test_gray = cv.cvtColor(img_test_rgb, cv.COLOR_BGR2GRAY)
# change the image to gray scale
img_src_gray = grayscale(img_src_path)
img_test_gray = grayscale(img_test_path)
diff_gray = compareImgs(img_src_gray, img_test_gray)
# compare the two images by histogram, uncomment the following line to use histogram
diff_rgb = compareImgs_hist_rgb(img_src_path, img_test_path, 11)
diff_contour = getContourDiff(img_src_path, img_test_path) if check_contour else 0
d_cld_full, d_cld_up, d_cld_down, d_cld_left, d_cld_right = getFullCLDDiff(img_src_path, img_test_path, 8, 256)
sift_match = SIFT(img_src_path, img_test_path)
# sift_match = 1
raw_results.append(
[
img_test_path,
diff_gray,
diff_rgb,
sift_match,
diff_contour,
#
d_cld_full,
d_cld_up,
d_cld_down,
d_cld_left,
d_cld_right,
]
)
# if i > 3:
# break
i += 1
print("\nprocess done")
np_raw_results = np.array(raw_results)
np.savetxt("np_raw_results.csv", np_raw_results, delimiter=",", fmt="%s")
min_values = np.min(np_raw_results[:, 1:].astype(np.float64), axis=0)
max_values = np.max(np_raw_results[:, 1:].astype(np.float64), axis=0)
with np.errstate(divide="ignore", invalid="ignore"):
normalized_array = (np_raw_results[:, 1:].astype(np.float64) - min_values) / (max_values - min_values)
normalized_array = np.nan_to_num(normalized_array, nan=0.0)
np_raw_results = np.concatenate((np_raw_results, normalized_array), axis=1)
np.savetxt("np_raw_results_n.csv", np_raw_results, delimiter=",", fmt="%s")
start_col = 9
np_raw_results[:, start_col + 1] = np_raw_results[:, start_col + 1].astype(np.float64) * weight_diff_gray
np_raw_results[:, start_col + 2] = np_raw_results[:, start_col + 2].astype(np.float64) * weight_diff_rgb
np_raw_results[:, start_col + 3] = (1 - np_raw_results[:, start_col + 3].astype(np.float64)) * weight_diff_sift
if check_contour:
np_raw_results[:, start_col + 4] = np_raw_results[:, start_col + 4].astype(np.float64) * weight_diff_contour
else:
np_raw_results[:, start_col + 4] = 0
#
np_raw_results[:, start_col + 5] = np_raw_results[:, start_col + 5].astype(np.float64) * weight_diff_cld
np_raw_results[:, start_col + 6] = np_raw_results[:, start_col + 6].astype(np.float64) * weight_diff_u
np_raw_results[:, start_col + 7] = np_raw_results[:, start_col + 7].astype(np.float64) * weight_diff_d
np_raw_results[:, start_col + 8] = np_raw_results[:, start_col + 8].astype(np.float64) * weight_diff_l
np_raw_results[:, start_col + 9] = np_raw_results[:, start_col + 9].astype(np.float64) * weight_diff_r
diff_sums = np.sum(np_raw_results[:, 10:-1].astype(np.float64), axis=1)
np_raw_results = np.concatenate((np_raw_results, diff_sums[:, np.newaxis]), axis=1)
np_raw_results_sorted = np_raw_results[np.argsort(np_raw_results[:, -1].astype(np.float64))]
raw_results = np_raw_results_sorted.tolist()
min_raw_result = raw_results[0]
result = min_raw_result[0]
write_csv(raw_results, "raw_results.csv")
result_category = result.replace("image.orig/", "")[0]
print("r:" + result + " rc:" + result_category)
return result_category

11
vinniesniper-54816/task1/_lab/001-test-integration/test.sh Executable file
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#!/usr/bin/env bash
set -ex
rm -rf __pycache__
python ./draft1.py
sleep 1
rm -rf __pycache__

107
vinniesniper-54816/task1/_lab/001-test-integration/test_parameters.py Normal file
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import os, sys
import numpy as np
from pprint import pprint
np_raw_results_csv = np.genfromtxt(
"np_raw_results.csv",
delimiter=",",
dtype=[
("img_test_path", "U50"),
("diff_gray", "f8"),
("diff_rgb", "f8"),
("sift_match", "f8"),
("diff_contour", "f8"),
("d_cld_full", "f8"),
("d_cld_up", "f8"),
("d_cld_down", "f8"),
("d_cld_left", "f8"),
("d_cld_right", "f8"),
],
)
np_raw_results = np.array([list(row) for row in np_raw_results_csv])
pprint(np_raw_results)
weight_diff_gray = 0.5
weight_diff_rgb = 0.5
weight_diff_sift = 0
weight_diff_contour = 0
weight_diff_cld = 0
weight_diff_u = 0
weight_diff_d = 0
weight_diff_l = 0
weight_diff_r = 0
min_values = np.min(np_raw_results[:, 1:].astype(np.float64), axis=0)
max_values = np.max(np_raw_results[:, 1:].astype(np.float64), axis=0)
normalized_array = (np_raw_results[:, 1:].astype(np.float64) - min_values) / (max_values - min_values)
np_raw_results = np.concatenate((np_raw_results, normalized_array), axis=1)
start_col = 9
np_raw_results[:, start_col + 1] = np_raw_results[:, start_col + 1].astype(np.float64) * weight_diff_gray
np_raw_results[:, start_col + 2] = np_raw_results[:, start_col + 2].astype(np.float64) * weight_diff_rgb
np_raw_results[:, start_col + 3] = (1 - np_raw_results[:, start_col + 3].astype(np.float64)) * weight_diff_sift
np_raw_results[:, start_col + 4] = np_raw_results[:, start_col + 4].astype(np.float64) * weight_diff_contour
#
np_raw_results[:, start_col + 5] = np_raw_results[:, start_col + 5].astype(np.float64) * weight_diff_cld
np_raw_results[:, start_col + 6] = np_raw_results[:, start_col + 6].astype(np.float64) * weight_diff_u
np_raw_results[:, start_col + 7] = np_raw_results[:, start_col + 7].astype(np.float64) * weight_diff_d
np_raw_results[:, start_col + 8] = np_raw_results[:, start_col + 8].astype(np.float64) * weight_diff_l
np_raw_results[:, start_col + 9] = np_raw_results[:, start_col + 9].astype(np.float64) * weight_diff_r
diff_sums = np.sum(np_raw_results[:, 10:-1].astype(np.float64), axis=1)
np_raw_results = np.concatenate((np_raw_results, diff_sums[:, np.newaxis]), axis=1)
np_raw_results = np.concatenate(
(np_raw_results, np.array([row[0].replace("image.orig/", "")[0] for row in np_raw_results])[:, np.newaxis]), axis=1
)
np_raw_results = np.concatenate((np_raw_results, np_raw_results[:, 0][:, np.newaxis]), axis=1)
np_raw_results_sorted = np_raw_results[np.argsort(np_raw_results[:, -3].astype(np.float64))]
raw_results = np_raw_results_sorted.tolist()
column_names = [
"img_test_path",
"diff_gray",
"diff_rgb",
"sift_match",
"diff_contour",
"d_cld_full",
"d_cld_up",
"d_cld_down",
"d_cld_left",
"d_cld_right",
#
"w_gray",
"w_rgb",
"w_sift_match",
"w_contour",
"w_cld_full",
"w_cld_up",
"w_cld_down",
"w_cld_left",
"w_cld_right",
"w_sum",
"category",
"image",
]
np.savetxt(
"np_raw_results_sorted.csv",
np_raw_results_sorted,
delimiter=",",
fmt="%s",
header=",".join(column_names),
comments="",
)
# np.savetxt("np_raw_results_sorted.csv", np_raw_results_sorted, delimiter=",", fmt="%f")
print(np_raw_results)

5
vinniesniper-54816/task1/_lab/001-test-integration/test_w.sh Executable file
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@@ -0,0 +1,5 @@
#!/usr/bin/env bash
set -ex
npx nodemon --ext py --exec "./test.sh"

45
vinniesniper-54816/task1/_lab/001-test-integration/tune_para.py Normal file
View File

@@ -0,0 +1,45 @@
import csv
from pprint import pprint
import os, sys
from time import sleep
sleep(1)
print("start")
results = []
with open("raw_results.csv", "r") as f:
reader = csv.reader(f)
next(reader) # Skip the first row
for row in reader:
results.append(row + [row[0].replace("image.orig/", "")[0]])
max_val = max([float(row[5]) for row in results])
min_val = min([float(row[5]) for row in results])
wanted_cat = "2"
i = 0
for result in results:
diff = 0
if result[-1] == wanted_cat:
print("put result with -ve value to +ve value in weight")
col_name = ["gray", "rgb", "sift", "contour", "cld"]
for i in [0, 1, 2, 3, 4]:
pprint((col_name[i]).ljust(10) + ": " + str(float(results[0][10 + i]) - float(result[10 + i])))
diff += float(results[0][10 + i]) - float(result[10 + i])
if diff == 0:
print("\033[92m PARA OK \033[0m")
break
i = 0
for j in range(0, 100):
if results[j][-1] == wanted_cat:
i += 1
print("total matched category(" + wanted_cat + ") found in first 100 row: " + str(i))
# pprint([results[0], max_val, min_val])

19
vinniesniper-54816/task1/_lab/001-test-integration/weighted_raw_results.csv Normal file
View File

@@ -0,0 +1,19 @@
Image,diff_gray,diff_RGB,SIFT_Match,diff_contour,diff_cld,diff_u,diff_d,diff_l,diff_r,w_diff_gray,w_diff_RGB,w_diff_sift,w_diff_contour,w_diff_cld,cld_u,cld_d,cld_l,cld_r,sum diff,image
image.orig/900.jpg,73939757,1.0134977,1,604.4975556359271,753.2994244874322,573.5285271058716,488.3902655959331,613.8710747149026,436.6031682906881,0.0,0.03623847742956257,0.0,0.15432133273703041,0.0,0.0,0.0,0.0,0.0,0.19055981016659299,image.orig/900.jpg
image.orig/901.jpg,80400700,0.90911454,1,624.000731095459,783.7521212889375,608.8958227548525,493.4706320102549,607.6730915054516,494.9755564521508,0.06836830867184886,0.0,0.0,0.1726939847942755,0.03829477406555559,0.0,0.0,0.0,0.0,0.27935706753167994,image.orig/901.jpg
image.orig/906.jpg,85531890,1.1231409,1,440.6803767038186,889.2441896819994,668.87178585414,585.9741999196631,686.5505952144028,565.1579505712939,0.1226654572109869,0.07430307164672381,0.0,0.0,0.17095280928497705,0.0,0.0,0.0,0.0,0.3679213381426878,image.orig/906.jpg
image.orig/408.jpg,81605716,1.2975038,3,637.7149676653594,756.5428193930923,567.2400965648384,500.59535597562416,542.8450248172009,526.9500133850095,0.08111952870931347,0.1348362650871511,0.0,0.18561326028622538,0.0040786231816252435,0.0,0.0,0.0,0.0,0.40564767726431517,image.orig/408.jpg
image.orig/907.jpg,83003963,1.2078838,1,501.39450666775275,895.8565985079339,698.6755494523615,560.7241047856301,663.4378090654207,602.0044174195733,0.09591547761266807,0.10372308220173743,0.0,0.057194767441860465,0.17926802365396294,0.0,0.0,0.0,0.0,0.4361013509102289,image.orig/907.jpg
image.orig/405.jpg,79853183,1.4459248,3,636.6289852801184,760.3489384937247,556.363428377071,518.2569283984977,515.0374237936551,559.3451174011702,0.06257460158310274,0.18636326483091345,0.0,0.18459022808586753,0.00886488142257395,0.0,0.0,0.0,0.0,0.4423929759224577,image.orig/405.jpg
image.orig/402.jpg,80460700,1.37255,1,609.9719750369368,800.8198044234892,603.5593019882696,526.3349961196847,547.5399441902653,584.3905959826842,0.0690032157620849,0.16088989313284768,0.0,0.15947842128801434,0.05975767023269725,0.0,0.0,0.0,0.0,0.44912920041564414,image.orig/402.jpg
image.orig/903.jpg,92089983,1.0367441,1,597.551422401367,811.4943537301144,639.0625053998281,500.12218539867905,596.5023292529175,550.1891105171931,0.1920617862797763,0.04430888018148711,0.0,0.14777783989266544,0.07318109399753897,0.0,0.0,0.0,0.0,0.4573296003514678,image.orig/903.jpg
image.orig/401.jpg,82627078,1.4236482,2,611.0965305670086,786.8968347837626,587.9454206931392,522.9979071455944,521.5475181507929,589.2323946487095,0.09192736163427455,0.17862954546174128,0.0,0.16053779069767438,0.042249303727417295,0.0,0.0,0.0,0.0,0.4733440015211075,image.orig/401.jpg
image.orig/905.jpg,83870323,1.0286585,1,639.3854815530386,872.7076539674415,667.0362948155027,562.7443741985887,673.8587707826238,554.5565853298353,0.10508311272428304,0.041501819798332666,0.0,0.1871869409660106,0.15015783985604017,0.0,0.0,0.0,0.0,0.4839297133446665,image.orig/905.jpg
image.orig/404.jpg,84220788,1.5246449,3,636.7625077045333,776.7245826759944,571.8691962376997,525.6107873014452,513.2232271806438,583.0120036632892,0.10879165794727597,0.21369235284762902,0.0,0.1847160107334525,0.029457527066586307,0.0,0.0,0.0,0.0,0.5366575485949437,image.orig/404.jpg
image.orig/407.jpg,83364202,1.5533377,2,604.6815198651209,803.8446124746042,599.5881127530055,535.4066268265045,520.7942881249825,612.32301153953,0.09972744920066044,0.22365357058802846,0.0,0.15449463327370294,0.06356141679951677,0.0,0.0,0.0,0.0,0.5414370698619086,image.orig/407.jpg
image.orig/902.jpg,97489388,1.1405741,1,526.5679344174359,896.0317276667423,770.7423259312709,456.97825331573677,659.3551588421511,606.7319272081277,0.249197128239042,0.0803553182421042,0.0,0.0809089892665474,0.17948825149166725,0.0,0.0,0.0,0.0,0.5899496872393608,image.orig/902.jpg
image.orig/406.jpg,85810255,1.4819189,1,644.0676679025202,816.3466958650173,622.0633738456719,528.6389001667121,523.7239263873729,626.2069759904666,0.12561105574721285,0.19885925920823844,0.0,0.19159771914132379,0.07928299515118971,0.0,0.0,0.0,0.0,0.5953510292479649,image.orig/406.jpg
image.orig/403.jpg,86764119,1.6292273,1,635.100895311815,800.1372631196563,611.3456538240582,516.2132615334954,512.4257199578537,614.5238167543138,0.13570463935922805,0.25,0.0,0.1831507155635062,0.058899363160878196,0.0,0.0,0.0,0.0,0.6277547180836124,image.orig/403.jpg
image.orig/400.jpg,88608663,1.4511045,3,652.9869658534334,842.5531162599682,608.2206013208237,583.0638505758344,525.120465205158,658.8962367035509,0.1552232070901006,0.18816149015329212,0.0,0.2,0.11223800582341391,0.0,0.0,0.0,0.0,0.6556227030668066,image.orig/400.jpg
image.orig/904.jpg,97565261,1.2852892,4,622.6239665414922,869.5015784866087,675.9892772452921,546.8742927219123,651.6915196152361,575.6137231271407,0.25,0.13059574864358744,0.0,0.17139702593917705,0.1461261464734842,0.0,0.0,0.0,0.0,0.6981189210562487,image.orig/904.jpg
image.orig/908.jpg,92953868,1.2653996,2,589.2581962627102,991.8648492321316,719.4344726647593,682.7956639316473,771.7122597070871,623.1019718794513,0.20120323147391903,0.12369071893685098,0.0,0.13996533989266544,0.3,0.0,0.0,0.0,0.0,0.7648592903034355,image.orig/908.jpg
1 Image diff_gray diff_RGB SIFT_Match diff_contour diff_cld diff_u diff_d diff_l diff_r w_diff_gray w_diff_RGB w_diff_sift w_diff_contour w_diff_cld cld_u cld_d cld_l cld_r sum diff image
2 image.orig/900.jpg 73939757 1.0134977 1 604.4975556359271 753.2994244874322 573.5285271058716 488.3902655959331 613.8710747149026 436.6031682906881 0.0 0.03623847742956257 0.0 0.15432133273703041 0.0 0.0 0.0 0.0 0.0 0.19055981016659299 image.orig/900.jpg
3 image.orig/901.jpg 80400700 0.90911454 1 624.000731095459 783.7521212889375 608.8958227548525 493.4706320102549 607.6730915054516 494.9755564521508 0.06836830867184886 0.0 0.0 0.1726939847942755 0.03829477406555559 0.0 0.0 0.0 0.0 0.27935706753167994 image.orig/901.jpg
4 image.orig/906.jpg 85531890 1.1231409 1 440.6803767038186 889.2441896819994 668.87178585414 585.9741999196631 686.5505952144028 565.1579505712939 0.1226654572109869 0.07430307164672381 0.0 0.0 0.17095280928497705 0.0 0.0 0.0 0.0 0.3679213381426878 image.orig/906.jpg
5 image.orig/408.jpg 81605716 1.2975038 3 637.7149676653594 756.5428193930923 567.2400965648384 500.59535597562416 542.8450248172009 526.9500133850095 0.08111952870931347 0.1348362650871511 0.0 0.18561326028622538 0.0040786231816252435 0.0 0.0 0.0 0.0 0.40564767726431517 image.orig/408.jpg
6 image.orig/907.jpg 83003963 1.2078838 1 501.39450666775275 895.8565985079339 698.6755494523615 560.7241047856301 663.4378090654207 602.0044174195733 0.09591547761266807 0.10372308220173743 0.0 0.057194767441860465 0.17926802365396294 0.0 0.0 0.0 0.0 0.4361013509102289 image.orig/907.jpg
7 image.orig/405.jpg 79853183 1.4459248 3 636.6289852801184 760.3489384937247 556.363428377071 518.2569283984977 515.0374237936551 559.3451174011702 0.06257460158310274 0.18636326483091345 0.0 0.18459022808586753 0.00886488142257395 0.0 0.0 0.0 0.0 0.4423929759224577 image.orig/405.jpg
8 image.orig/402.jpg 80460700 1.37255 1 609.9719750369368 800.8198044234892 603.5593019882696 526.3349961196847 547.5399441902653 584.3905959826842 0.0690032157620849 0.16088989313284768 0.0 0.15947842128801434 0.05975767023269725 0.0 0.0 0.0 0.0 0.44912920041564414 image.orig/402.jpg
9 image.orig/903.jpg 92089983 1.0367441 1 597.551422401367 811.4943537301144 639.0625053998281 500.12218539867905 596.5023292529175 550.1891105171931 0.1920617862797763 0.04430888018148711 0.0 0.14777783989266544 0.07318109399753897 0.0 0.0 0.0 0.0 0.4573296003514678 image.orig/903.jpg
10 image.orig/401.jpg 82627078 1.4236482 2 611.0965305670086 786.8968347837626 587.9454206931392 522.9979071455944 521.5475181507929 589.2323946487095 0.09192736163427455 0.17862954546174128 0.0 0.16053779069767438 0.042249303727417295 0.0 0.0 0.0 0.0 0.4733440015211075 image.orig/401.jpg
11 image.orig/905.jpg 83870323 1.0286585 1 639.3854815530386 872.7076539674415 667.0362948155027 562.7443741985887 673.8587707826238 554.5565853298353 0.10508311272428304 0.041501819798332666 0.0 0.1871869409660106 0.15015783985604017 0.0 0.0 0.0 0.0 0.4839297133446665 image.orig/905.jpg
12 image.orig/404.jpg 84220788 1.5246449 3 636.7625077045333 776.7245826759944 571.8691962376997 525.6107873014452 513.2232271806438 583.0120036632892 0.10879165794727597 0.21369235284762902 0.0 0.1847160107334525 0.029457527066586307 0.0 0.0 0.0 0.0 0.5366575485949437 image.orig/404.jpg
13 image.orig/407.jpg 83364202 1.5533377 2 604.6815198651209 803.8446124746042 599.5881127530055 535.4066268265045 520.7942881249825 612.32301153953 0.09972744920066044 0.22365357058802846 0.0 0.15449463327370294 0.06356141679951677 0.0 0.0 0.0 0.0 0.5414370698619086 image.orig/407.jpg
14 image.orig/902.jpg 97489388 1.1405741 1 526.5679344174359 896.0317276667423 770.7423259312709 456.97825331573677 659.3551588421511 606.7319272081277 0.249197128239042 0.0803553182421042 0.0 0.0809089892665474 0.17948825149166725 0.0 0.0 0.0 0.0 0.5899496872393608 image.orig/902.jpg
15 image.orig/406.jpg 85810255 1.4819189 1 644.0676679025202 816.3466958650173 622.0633738456719 528.6389001667121 523.7239263873729 626.2069759904666 0.12561105574721285 0.19885925920823844 0.0 0.19159771914132379 0.07928299515118971 0.0 0.0 0.0 0.0 0.5953510292479649 image.orig/406.jpg
16 image.orig/403.jpg 86764119 1.6292273 1 635.100895311815 800.1372631196563 611.3456538240582 516.2132615334954 512.4257199578537 614.5238167543138 0.13570463935922805 0.25 0.0 0.1831507155635062 0.058899363160878196 0.0 0.0 0.0 0.0 0.6277547180836124 image.orig/403.jpg
17 image.orig/400.jpg 88608663 1.4511045 3 652.9869658534334 842.5531162599682 608.2206013208237 583.0638505758344 525.120465205158 658.8962367035509 0.1552232070901006 0.18816149015329212 0.0 0.2 0.11223800582341391 0.0 0.0 0.0 0.0 0.6556227030668066 image.orig/400.jpg
18 image.orig/904.jpg 97565261 1.2852892 4 622.6239665414922 869.5015784866087 675.9892772452921 546.8742927219123 651.6915196152361 575.6137231271407 0.25 0.13059574864358744 0.0 0.17139702593917705 0.1461261464734842 0.0 0.0 0.0 0.0 0.6981189210562487 image.orig/904.jpg
19 image.orig/908.jpg 92953868 1.2653996 2 589.2581962627102 991.8648492321316 719.4344726647593 682.7956639316473 771.7122597070871 623.1019718794513 0.20120323147391903 0.12369071893685098 0.0 0.13996533989266544 0.3 0.0 0.0 0.0 0.0 0.7648592903034355 image.orig/908.jpg

35
vinniesniper-54816/task1/_lab/001-test-integration/write_csv.py Normal file
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import csv
def write_csv(raw_results, file_name="temp.csv"):
with open(file_name, mode="w", newline="") as file:
writer = csv.writer(file)
writer.writerow(
[
#
"Image",
"diff_gray",
"diff_RGB",
"SIFT_Match",
"diff_contour",
"diff_cld",
"diff_u",
"diff_d",
"diff_l",
"diff_r",
#
"w_diff_gray",
"w_diff_RGB",
"w_diff_sift",
"w_diff_contour",
"w_diff_cld",
"cld_u",
"cld_d",
"cld_l",
"cld_r",
"sum diff",
"image",
]
)
for raw_result in raw_results:
writer.writerow(raw_result + [raw_result[0]])

13
vinniesniper-54816/task1/_lab/remove_grass/main.py Normal file
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import cv2
import numpy as np
# Load the image
img = cv2.imread("image_508.jpg")
# Set the G channel to zero
img[:, :, 1] = 0
# Display the modified image
cv2.imshow("Image without G channel", img)
cv2.waitKey(0)
cv2.destroyAllWindows()