[PYTHON] Ich habe versucht, die Objekte aus dem Bild des Steak-Sets zu sortieren. ⑤ Ähnliche Erkennung von Bildmerkmalen

Einführung

In Ich habe versucht, Objekte aus dem Bild des Steak-Sets zu sortieren - ③ Ähnliche Bild-Wärmekartenerkennung habe ich ähnliche Bilder anhand der Wärmekarte erkannt. Als andere Methode habe ich jedoch versucht, das Ergebnis beim Erkennen von Feature-Punkten zu ermitteln.

Referenzquelle

Quellcode

grouping_image2


#!/usr/local/bin/python
# -*- coding: utf-8 -*-

import cv2
import matplotlib.pyplot as plt
import matplotlib.patches as mpatches
import selectivesearch
import os
import sys

def main():
    # loading lena image
    img = cv2.imread("{Bildpfad}")

    # perform selective search
    img_lbl, regions = selectivesearch.selective_search(
        img,
        scale=500,
        sigma=0.9,
        min_size=10
    )

    candidates = set()

    for r in regions:
        # excluding same rectangle (with different segments)
        if r['rect'] in candidates:
            continue

        # excluding regions smaller than 2000 pixels
        if r['size'] < 2000:
            continue

        # distorted rects
        x, y, w, h = r['rect']

        if w / h > 1.2 or h / w > 1.2:
            continue

        candidates.add(r['rect'])

    # draw rectangles on the original image
    fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 6))
    ax.imshow(img)

    overlaps = {}

    #Zählen Sie die Anzahl der Überlappungen und weisen Sie sie dem Array zu.
    for x, y, w, h in candidates:
        group = '%s_%s_%s_%s' % (x, y, w, h)

        for x2, y2, w2, h2 in candidates:
            if x2 - w < x < x2 + w2 and y2 - h < y < y2 + h2:

                if not group in overlaps:
                    overlaps[group] = 0

                overlaps[group] = overlaps[group] + 1

    #Gibt Dateien mit 30 oder mehr Überlappungen aus (30 wird willkürlich als Schwellenwert festgelegt).
    for key, overlap in enumerate(overlaps):
        if overlap > 30:
            for x, y, w, h in candidates:
                group = '%s_%s_%s_%s' % (x, y, w, h)

                if group in overlaps:
                    cv2.imwrite("{Verzeichnispfad}" + str(group) + '.jpg', img[y:y + h, x:x + w])

    image_dir = "{Verzeichnispfad}"
    target_files = os.listdir(image_dir)
    files = os.listdir(image_dir)

    group_images = {}

    for target_file in target_files:
        if target_file == '.DS_Store':
            continue

        #Laden Sie die Bilddatei.
        target_image_path = image_dir + target_file
        target_image = cv2.imread(target_image_path)

        #Feature-Punktdaten generieren.
        bf = cv2.BFMatcher(cv2.NORM_HAMMING)
        # detector = cv2.AKAZE_create()
        detector = cv2.ORB_create()
        (target_kp, target_des) = detector.detectAndCompute(target_image, None)

        similarity_images = {}

        for file in files:
            if file == '.DS_Store' or file == target_file:
                continue
            try:
                #Laden Sie die Bilddatei.
                comparing_image_path = image_dir + file
                comparing_image = cv2.imread(comparing_image_path)

                #Feature-Punktdaten generieren.
                (comparing_kp, comparing_des) = detector.detectAndCompute(comparing_image, None)

                #Der Abstand zwischen den Merkmalspunkten wird berechnet, um die Ähnlichkeit der Bilder zu berechnen.
                matches = bf.match(target_des, comparing_des)

                #Konvertiert das Ergebnis in probabilistische Notation.
                dist = [m.distance for m in matches]
                probability = sum(dist) / len(dist)
            except cv2.error:
                probability = 100000

            #Gibt die Ähnlichkeit aus.
            print("target file: " + target_file, "file: " + file, "similarity: " + str(probability))

if __name__ == "__main__":
    main()

Ergebnis

Für ORB

('target file: 0_0_553_419.jpg', 'file: 0_0_599_419.jpg', 'similarity: 10.066')
('target file: 0_0_553_419.jpg', 'file: 137_146_120_74.jpg', 'similarity: 114.752')
('target file: 0_0_553_419.jpg', 'file: 137_45_404_229.jpg', 'similarity: 57.85')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 178_121_226_133.jpg', 'similarity: 72.288')
('target file: 0_0_553_419.jpg', 'file: 178_45_363_220.jpg', 'similarity: 60.832')
('target file: 0_0_553_419.jpg', 'file: 178_45_363_229.jpg', 'similarity: 60.274')
('target file: 0_0_553_419.jpg', 'file: 227_285_134_108.jpg', 'similarity: 74.564')
('target file: 0_0_553_419.jpg', 'file: 227_285_135_111.jpg', 'similarity: 73.186')
('target file: 0_0_553_419.jpg', 'file: 229_45_312_220.jpg', 'similarity: 63.454')
('target file: 0_0_553_419.jpg', 'file: 229_49_156_125.jpg', 'similarity: 66.79')
('target file: 0_0_553_419.jpg', 'file: 238_49_147_113.jpg', 'similarity: 69.928')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 273_0_326_365.jpg', 'similarity: 59.974')
('target file: 0_0_553_419.jpg', 'file: 273_174_119_91.jpg', 'similarity: 107.31')
('target file: 0_0_553_419.jpg', 'file: 273_8_227_127.jpg', 'similarity: 72.85')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 297_49_88_88.jpg', 'similarity: 89.28')
('target file: 0_0_553_419.jpg', 'file: 301_0_298_268.jpg', 'similarity: 66.55')
('target file: 0_0_553_419.jpg', 'file: 301_0_298_365.jpg', 'similarity: 62.89')
('target file: 0_0_553_419.jpg', 'file: 31_0_100_119.jpg', 'similarity: 84.416')
('target file: 0_0_553_419.jpg', 'file: 31_0_258_143.jpg', 'similarity: 79.114')
('target file: 0_0_553_419.jpg', 'file: 31_0_258_191.jpg', 'similarity: 71.458')
('target file: 0_0_553_419.jpg', 'file: 31_0_529_414.jpg', 'similarity: 18.948')
('target file: 0_0_553_419.jpg', 'file: 31_0_533_416.jpg', 'similarity: 20.062')
('target file: 0_0_553_419.jpg', 'file: 329_45_212_220.jpg', 'similarity: 71.26')
('target file: 0_0_553_419.jpg', 'file: 336_45_205_220.jpg', 'similarity: 71.14')
('target file: 0_0_553_419.jpg', 'file: 379_259_161_122.jpg', 'similarity: 77.456')
('target file: 0_0_553_419.jpg', 'file: 39_112_521_302.jpg', 'similarity: 32.126')
('target file: 0_0_553_419.jpg', 'file: 39_115_521_299.jpg', 'similarity: 32.158')
('target file: 0_0_553_419.jpg', 'file: 405_174_126_94.jpg', 'similarity: 82.138')
('target file: 0_0_553_419.jpg', 'file: 408_303_156_113.jpg', 'similarity: 75.892')
('target file: 0_0_553_419.jpg', 'file: 408_305_156_111.jpg', 'similarity: 75.468')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 52_184_224_199.jpg', 'similarity: 57.48')
('target file: 0_0_553_419.jpg', 'file: 52_184_311_211.jpg', 'similarity: 48.768')
('target file: 0_0_553_419.jpg', 'file: 52_230_194_153.jpg', 'similarity: 63.69')
('target file: 0_0_553_419.jpg', 'file: 52_230_224_153.jpg', 'similarity: 62.202')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 56_0_200_113.jpg', 'similarity: 83.034')
('target file: 0_0_553_419.jpg', 'file: 56_0_217_116.jpg', 'similarity: 82.33')
('target file: 0_0_553_419.jpg', 'file: 57_245_167_106.jpg', 'similarity: 73.444')
('target file: 0_0_553_419.jpg', 'file: 57_245_167_112.jpg', 'similarity: 71.926')
('target file: 0_0_553_419.jpg', 'file: 57_245_167_134.jpg', 'similarity: 69.264')
('target file: 0_0_553_419.jpg', 'file: 57_45_484_334.jpg', 'similarity: 31.454')
('target file: 0_0_553_419.jpg', 'file: 57_45_496_334.jpg', 'similarity: 30.714')
('target file: 0_0_553_419.jpg', 'file: 59_0_197_113.jpg', 'similarity: 82.358')
('target file: 0_0_553_419.jpg', 'file: 70_268_146_110.jpg', 'similarity: 78.664')
('target file: 0_0_599_419.jpg', 'file: 0_0_553_419.jpg', 'similarity: 10.04')
('target file: 0_0_599_419.jpg', 'file: 137_146_120_74.jpg', 'similarity: 114.648')
('target file: 0_0_599_419.jpg', 'file: 137_45_404_229.jpg', 'similarity: 57.818')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 178_121_226_133.jpg', 'similarity: 72.058')
('target file: 0_0_599_419.jpg', 'file: 178_45_363_220.jpg', 'similarity: 60.514')
('target file: 0_0_599_419.jpg', 'file: 178_45_363_229.jpg', 'similarity: 59.968')
('target file: 0_0_599_419.jpg', 'file: 227_285_134_108.jpg', 'similarity: 73.962')
('target file: 0_0_599_419.jpg', 'file: 227_285_135_111.jpg', 'similarity: 72.458')
('target file: 0_0_599_419.jpg', 'file: 229_45_312_220.jpg', 'similarity: 62.952')
('target file: 0_0_599_419.jpg', 'file: 229_49_156_125.jpg', 'similarity: 66.496')
('target file: 0_0_599_419.jpg', 'file: 238_49_147_113.jpg', 'similarity: 69.24')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 273_0_326_365.jpg', 'similarity: 57.856')
('target file: 0_0_599_419.jpg', 'file: 273_174_119_91.jpg', 'similarity: 107.078')
('target file: 0_0_599_419.jpg', 'file: 273_8_227_127.jpg', 'similarity: 72.558')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 297_49_88_88.jpg', 'similarity: 88.796')
('target file: 0_0_599_419.jpg', 'file: 301_0_298_268.jpg', 'similarity: 64.96')
('target file: 0_0_599_419.jpg', 'file: 301_0_298_365.jpg', 'similarity: 60.608')
('target file: 0_0_599_419.jpg', 'file: 31_0_100_119.jpg', 'similarity: 84.626')
('target file: 0_0_599_419.jpg', 'file: 31_0_258_143.jpg', 'similarity: 78.84')
('target file: 0_0_599_419.jpg', 'file: 31_0_258_191.jpg', 'similarity: 71.386')
('target file: 0_0_599_419.jpg', 'file: 31_0_529_414.jpg', 'similarity: 20.542')
('target file: 0_0_599_419.jpg', 'file: 31_0_533_416.jpg', 'similarity: 21.168')
('target file: 0_0_599_419.jpg', 'file: 329_45_212_220.jpg', 'similarity: 70.852')
('target file: 0_0_599_419.jpg', 'file: 336_45_205_220.jpg', 'similarity: 70.748')
('target file: 0_0_599_419.jpg', 'file: 379_259_161_122.jpg', 'similarity: 77.396')
('target file: 0_0_599_419.jpg', 'file: 39_112_521_302.jpg', 'similarity: 32.466')
('target file: 0_0_599_419.jpg', 'file: 39_115_521_299.jpg', 'similarity: 32.054')
('target file: 0_0_599_419.jpg', 'file: 405_174_126_94.jpg', 'similarity: 82.374')
('target file: 0_0_599_419.jpg', 'file: 408_303_156_113.jpg', 'similarity: 75.978')
('target file: 0_0_599_419.jpg', 'file: 408_305_156_111.jpg', 'similarity: 75.418')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 52_184_224_199.jpg', 'similarity: 57.374')
('target file: 0_0_599_419.jpg', 'file: 52_184_311_211.jpg', 'similarity: 49.128')
('target file: 0_0_599_419.jpg', 'file: 52_230_194_153.jpg', 'similarity: 63.664')
('target file: 0_0_599_419.jpg', 'file: 52_230_224_153.jpg', 'similarity: 62.094')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 56_0_200_113.jpg', 'similarity: 82.618')
('target file: 0_0_599_419.jpg', 'file: 56_0_217_116.jpg', 'similarity: 82.058')
('target file: 0_0_599_419.jpg', 'file: 57_245_167_106.jpg', 'similarity: 73.52')
('target file: 0_0_599_419.jpg', 'file: 57_245_167_112.jpg', 'similarity: 71.722')
('target file: 0_0_599_419.jpg', 'file: 57_245_167_134.jpg', 'similarity: 69.116')
('target file: 0_0_599_419.jpg', 'file: 57_45_484_334.jpg', 'similarity: 32.522')
('target file: 0_0_599_419.jpg', 'file: 57_45_496_334.jpg', 'similarity: 31.93')
('target file: 0_0_599_419.jpg', 'file: 59_0_197_113.jpg', 'similarity: 82.124')
('target file: 0_0_599_419.jpg', 'file: 70_268_146_110.jpg', 'similarity: 78.432')
('target file: 137_146_120_74.jpg', 'file: 0_0_553_419.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 0_0_599_419.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 137_45_404_229.jpg', 'similarity: 0.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 178_121_226_133.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 178_45_363_220.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 178_45_363_229.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 227_285_134_108.jpg', 'similarity: 59.0')
('target file: 137_146_120_74.jpg', 'file: 227_285_135_111.jpg', 'similarity: 54.0')
('target file: 137_146_120_74.jpg', 'file: 229_45_312_220.jpg', 'similarity: 60.0')
('target file: 137_146_120_74.jpg', 'file: 229_49_156_125.jpg', 'similarity: 57.0')
('target file: 137_146_120_74.jpg', 'file: 238_49_147_113.jpg', 'similarity: 72.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 273_0_326_365.jpg', 'similarity: 65.0')
('target file: 137_146_120_74.jpg', 'file: 273_174_119_91.jpg', 'similarity: 89.0')
('target file: 137_146_120_74.jpg', 'file: 273_8_227_127.jpg', 'similarity: 82.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 297_49_88_88.jpg', 'similarity: 72.0')
('target file: 137_146_120_74.jpg', 'file: 301_0_298_268.jpg', 'similarity: 66.0')
('target file: 137_146_120_74.jpg', 'file: 301_0_298_365.jpg', 'similarity: 67.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_100_119.jpg', 'similarity: 71.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_258_143.jpg', 'similarity: 73.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_258_191.jpg', 'similarity: 71.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_529_414.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_533_416.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 329_45_212_220.jpg', 'similarity: 62.0')
('target file: 137_146_120_74.jpg', 'file: 336_45_205_220.jpg', 'similarity: 62.0')
('target file: 137_146_120_74.jpg', 'file: 379_259_161_122.jpg', 'similarity: 71.0')
('target file: 137_146_120_74.jpg', 'file: 39_112_521_302.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 39_115_521_299.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 405_174_126_94.jpg', 'similarity: 77.0')
('target file: 137_146_120_74.jpg', 'file: 408_303_156_113.jpg', 'similarity: 86.0')
('target file: 137_146_120_74.jpg', 'file: 408_305_156_111.jpg', 'similarity: 85.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 52_184_224_199.jpg', 'similarity: 65.0')
('target file: 137_146_120_74.jpg', 'file: 52_184_311_211.jpg', 'similarity: 60.0')
('target file: 137_146_120_74.jpg', 'file: 52_230_194_153.jpg', 'similarity: 70.0')
('target file: 137_146_120_74.jpg', 'file: 52_230_224_153.jpg', 'similarity: 70.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 56_0_200_113.jpg', 'similarity: 68.0')
('target file: 137_146_120_74.jpg', 'file: 56_0_217_116.jpg', 'similarity: 69.0')
('target file: 137_146_120_74.jpg', 'file: 57_245_167_106.jpg', 'similarity: 71.0')
('target file: 137_146_120_74.jpg', 'file: 57_245_167_112.jpg', 'similarity: 71.0')
('target file: 137_146_120_74.jpg', 'file: 57_245_167_134.jpg', 'similarity: 61.0')
('target file: 137_146_120_74.jpg', 'file: 57_45_484_334.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 57_45_496_334.jpg', 'similarity: 0.0')
('target file: 137_146_120_74.jpg', 'file: 59_0_197_113.jpg', 'similarity: 78.0')
('target file: 137_146_120_74.jpg', 'file: 70_268_146_110.jpg', 'similarity: 65.0')
('target file: 137_45_404_229.jpg', 'file: 0_0_553_419.jpg', 'similarity: 56.2456140351')
('target file: 137_45_404_229.jpg', 'file: 0_0_599_419.jpg', 'similarity: 56.298245614')
('target file: 137_45_404_229.jpg', 'file: 137_146_120_74.jpg', 'similarity: 116.833333333')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 178_121_226_133.jpg', 'similarity: 70.6513157895')
('target file: 137_45_404_229.jpg', 'file: 178_45_363_220.jpg', 'similarity: 28.8004385965')
('target file: 137_45_404_229.jpg', 'file: 178_45_363_229.jpg', 'similarity: 21.9671052632')
('target file: 137_45_404_229.jpg', 'file: 227_285_134_108.jpg', 'similarity: 80.0021929825')
('target file: 137_45_404_229.jpg', 'file: 227_285_135_111.jpg', 'similarity: 78.4978070175')
('target file: 137_45_404_229.jpg', 'file: 229_45_312_220.jpg', 'similarity: 33.4649122807')
('target file: 137_45_404_229.jpg', 'file: 229_49_156_125.jpg', 'similarity: 65.6907894737')
('target file: 137_45_404_229.jpg', 'file: 238_49_147_113.jpg', 'similarity: 69.0723684211')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 273_0_326_365.jpg', 'similarity: 44.8815789474')
('target file: 137_45_404_229.jpg', 'file: 273_174_119_91.jpg', 'similarity: 105.296052632')
('target file: 137_45_404_229.jpg', 'file: 273_8_227_127.jpg', 'similarity: 70.4934210526')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 297_49_88_88.jpg', 'similarity: 90.1622807018')
('target file: 137_45_404_229.jpg', 'file: 301_0_298_268.jpg', 'similarity: 43.5')
('target file: 137_45_404_229.jpg', 'file: 301_0_298_365.jpg', 'similarity: 45.3552631579')
('target file: 137_45_404_229.jpg', 'file: 31_0_100_119.jpg', 'similarity: 84.8530701754')
('target file: 137_45_404_229.jpg', 'file: 31_0_258_143.jpg', 'similarity: 77.9013157895')
('target file: 137_45_404_229.jpg', 'file: 31_0_258_191.jpg', 'similarity: 73.4780701754')
('target file: 137_45_404_229.jpg', 'file: 31_0_529_414.jpg', 'similarity: 54.4583333333')
('target file: 137_45_404_229.jpg', 'file: 31_0_533_416.jpg', 'similarity: 54.9934210526')
('target file: 137_45_404_229.jpg', 'file: 329_45_212_220.jpg', 'similarity: 47.9254385965')
('target file: 137_45_404_229.jpg', 'file: 336_45_205_220.jpg', 'similarity: 49.2609649123')
('target file: 137_45_404_229.jpg', 'file: 379_259_161_122.jpg', 'similarity: 76.2324561404')
('target file: 137_45_404_229.jpg', 'file: 39_112_521_302.jpg', 'similarity: 58.1184210526')
('target file: 137_45_404_229.jpg', 'file: 39_115_521_299.jpg', 'similarity: 58.7565789474')
('target file: 137_45_404_229.jpg', 'file: 405_174_126_94.jpg', 'similarity: 76.0131578947')
('target file: 137_45_404_229.jpg', 'file: 408_303_156_113.jpg', 'similarity: 76.5416666667')
('target file: 137_45_404_229.jpg', 'file: 408_305_156_111.jpg', 'similarity: 76.0592105263')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 52_184_224_199.jpg', 'similarity: 69.0285087719')
('target file: 137_45_404_229.jpg', 'file: 52_184_311_211.jpg', 'similarity: 66.6228070175')
('target file: 137_45_404_229.jpg', 'file: 52_230_194_153.jpg', 'similarity: 71.7236842105')
('target file: 137_45_404_229.jpg', 'file: 52_230_224_153.jpg', 'similarity: 70.125')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 56_0_200_113.jpg', 'similarity: 82.5307017544')
('target file: 137_45_404_229.jpg', 'file: 56_0_217_116.jpg', 'similarity: 81.9385964912')
('target file: 137_45_404_229.jpg', 'file: 57_245_167_106.jpg', 'similarity: 74.4868421053')
('target file: 137_45_404_229.jpg', 'file: 57_245_167_112.jpg', 'similarity: 73.6162280702')
('target file: 137_45_404_229.jpg', 'file: 57_245_167_134.jpg', 'similarity: 72.1184210526')
('target file: 137_45_404_229.jpg', 'file: 57_45_484_334.jpg', 'similarity: 47.2412280702')
('target file: 137_45_404_229.jpg', 'file: 57_45_496_334.jpg', 'similarity: 47.7478070175')
('target file: 137_45_404_229.jpg', 'file: 59_0_197_113.jpg', 'similarity: 81.8706140351')
('target file: 137_45_404_229.jpg', 'file: 70_268_146_110.jpg', 'similarity: 80.7171052632')
Traceback (most recent call last):
  File "grouping_image2.py", line 159, in <module>
    main()
  File "grouping_image2.py", line 107, in main
    probability = sum(dist) / len(dist)
ZeroDivisionError: integer division or modulo by zero

Im Fall von AKAZE

('target file: 0_0_553_419.jpg', 'file: 0_0_599_419.jpg', 'similarity: 2.26003824092')
('target file: 0_0_553_419.jpg', 'file: 137_146_120_74.jpg', 'similarity: 206.339388145')
('target file: 0_0_553_419.jpg', 'file: 137_45_404_229.jpg', 'similarity: 82.6625239006')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 178_121_226_133.jpg', 'similarity: 147.791586998')
('target file: 0_0_553_419.jpg', 'file: 178_45_363_220.jpg', 'similarity: 89.1338432122')
('target file: 0_0_553_419.jpg', 'file: 178_45_363_229.jpg', 'similarity: 86.3718929254')
('target file: 0_0_553_419.jpg', 'file: 227_285_134_108.jpg', 'similarity: 158.248565966')
('target file: 0_0_553_419.jpg', 'file: 227_285_135_111.jpg', 'similarity: 157.455066922')
('target file: 0_0_553_419.jpg', 'file: 229_45_312_220.jpg', 'similarity: 95.9445506692')
('target file: 0_0_553_419.jpg', 'file: 229_49_156_125.jpg', 'similarity: 142.497131931')
('target file: 0_0_553_419.jpg', 'file: 238_49_147_113.jpg', 'similarity: 145.26959847')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 273_0_326_365.jpg', 'similarity: 78.7543021033')
('target file: 0_0_553_419.jpg', 'file: 273_174_119_91.jpg', 'similarity: 195.347036329')
('target file: 0_0_553_419.jpg', 'file: 273_8_227_127.jpg', 'similarity: 132.97418738')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 297_49_88_88.jpg', 'similarity: 175.680688337')
('target file: 0_0_553_419.jpg', 'file: 301_0_298_268.jpg', 'similarity: 95.2007648184')
('target file: 0_0_553_419.jpg', 'file: 301_0_298_365.jpg', 'similarity: 83.5803059273')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 31_0_100_119.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 31_0_258_143.jpg', 'similarity: 175.152963671')
('target file: 0_0_553_419.jpg', 'file: 31_0_258_191.jpg', 'similarity: 135.792543021')
('target file: 0_0_553_419.jpg', 'file: 31_0_529_414.jpg', 'similarity: 13.2705544933')
('target file: 0_0_553_419.jpg', 'file: 31_0_533_416.jpg', 'similarity: 12.9101338432')
('target file: 0_0_553_419.jpg', 'file: 329_45_212_220.jpg', 'similarity: 109.604206501')
('target file: 0_0_553_419.jpg', 'file: 336_45_205_220.jpg', 'similarity: 111.541108987')
('target file: 0_0_553_419.jpg', 'file: 379_259_161_122.jpg', 'similarity: 153.310707457')
('target file: 0_0_553_419.jpg', 'file: 39_112_521_302.jpg', 'similarity: 54.6357552581')
('target file: 0_0_553_419.jpg', 'file: 39_115_521_299.jpg', 'similarity: 55.6969407266')
('target file: 0_0_553_419.jpg', 'file: 405_174_126_94.jpg', 'similarity: 150.287762906')
('target file: 0_0_553_419.jpg', 'file: 408_303_156_113.jpg', 'similarity: 158.07456979')
('target file: 0_0_553_419.jpg', 'file: 408_305_156_111.jpg', 'similarity: 159.051625239')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 52_184_224_199.jpg', 'similarity: 111.787762906')
('target file: 0_0_553_419.jpg', 'file: 52_184_311_211.jpg', 'similarity: 99.9521988528')
('target file: 0_0_553_419.jpg', 'file: 52_230_194_153.jpg', 'similarity: 133.29541109')
('target file: 0_0_553_419.jpg', 'file: 52_230_224_153.jpg', 'similarity: 126.92543021')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 56_0_200_113.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 56_0_217_116.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 57_245_167_106.jpg', 'similarity: 165.387189293')
('target file: 0_0_553_419.jpg', 'file: 57_245_167_112.jpg', 'similarity: 165.023900574')
('target file: 0_0_553_419.jpg', 'file: 57_245_167_134.jpg', 'similarity: 157.085086042')
('target file: 0_0_553_419.jpg', 'file: 57_45_484_334.jpg', 'similarity: 44.0621414914')
('target file: 0_0_553_419.jpg', 'file: 57_45_496_334.jpg', 'similarity: 42.3288718929')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_553_419.jpg', 'file: 59_0_197_113.jpg', 'similarity: 100000')
('target file: 0_0_553_419.jpg', 'file: 70_268_146_110.jpg', 'similarity: 189.63001912')
('target file: 0_0_599_419.jpg', 'file: 0_0_553_419.jpg', 'similarity: 7.48818181818')
('target file: 0_0_599_419.jpg', 'file: 137_146_120_74.jpg', 'similarity: 206.030909091')
('target file: 0_0_599_419.jpg', 'file: 137_45_404_229.jpg', 'similarity: 85.08')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 178_121_226_133.jpg', 'similarity: 147.759090909')
('target file: 0_0_599_419.jpg', 'file: 178_45_363_220.jpg', 'similarity: 91.2090909091')
('target file: 0_0_599_419.jpg', 'file: 178_45_363_229.jpg', 'similarity: 88.5509090909')
('target file: 0_0_599_419.jpg', 'file: 227_285_134_108.jpg', 'similarity: 157.846363636')
('target file: 0_0_599_419.jpg', 'file: 227_285_135_111.jpg', 'similarity: 157.061818182')
('target file: 0_0_599_419.jpg', 'file: 229_45_312_220.jpg', 'similarity: 97.7390909091')
('target file: 0_0_599_419.jpg', 'file: 229_49_156_125.jpg', 'similarity: 142.54')
('target file: 0_0_599_419.jpg', 'file: 238_49_147_113.jpg', 'similarity: 145.282727273')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 273_0_326_365.jpg', 'similarity: 75.7681818182')
('target file: 0_0_599_419.jpg', 'file: 273_174_119_91.jpg', 'similarity: 195.445454545')
('target file: 0_0_599_419.jpg', 'file: 273_8_227_127.jpg', 'similarity: 133.553636364')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 297_49_88_88.jpg', 'similarity: 175.394545455')
('target file: 0_0_599_419.jpg', 'file: 301_0_298_268.jpg', 'similarity: 93.8972727273')
('target file: 0_0_599_419.jpg', 'file: 301_0_298_365.jpg', 'similarity: 80.3890909091')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 31_0_100_119.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 31_0_258_143.jpg', 'similarity: 175.000909091')
('target file: 0_0_599_419.jpg', 'file: 31_0_258_191.jpg', 'similarity: 136.562727273')
('target file: 0_0_599_419.jpg', 'file: 31_0_529_414.jpg', 'similarity: 16.6936363636')
('target file: 0_0_599_419.jpg', 'file: 31_0_533_416.jpg', 'similarity: 16.3009090909')
('target file: 0_0_599_419.jpg', 'file: 329_45_212_220.jpg', 'similarity: 110.949090909')
('target file: 0_0_599_419.jpg', 'file: 336_45_205_220.jpg', 'similarity: 112.898181818')
('target file: 0_0_599_419.jpg', 'file: 379_259_161_122.jpg', 'similarity: 154.425454545')
('target file: 0_0_599_419.jpg', 'file: 39_112_521_302.jpg', 'similarity: 57.2363636364')
('target file: 0_0_599_419.jpg', 'file: 39_115_521_299.jpg', 'similarity: 58.1736363636')
('target file: 0_0_599_419.jpg', 'file: 405_174_126_94.jpg', 'similarity: 151.476363636')
('target file: 0_0_599_419.jpg', 'file: 408_303_156_113.jpg', 'similarity: 158.858181818')
('target file: 0_0_599_419.jpg', 'file: 408_305_156_111.jpg', 'similarity: 159.827272727')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 52_184_224_199.jpg', 'similarity: 112.74')
('target file: 0_0_599_419.jpg', 'file: 52_184_311_211.jpg', 'similarity: 101.282727273')
('target file: 0_0_599_419.jpg', 'file: 52_230_194_153.jpg', 'similarity: 133.879090909')
('target file: 0_0_599_419.jpg', 'file: 52_230_224_153.jpg', 'similarity: 127.479090909')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 56_0_200_113.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 56_0_217_116.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 57_245_167_106.jpg', 'similarity: 165.609090909')
('target file: 0_0_599_419.jpg', 'file: 57_245_167_112.jpg', 'similarity: 165.373636364')
('target file: 0_0_599_419.jpg', 'file: 57_245_167_134.jpg', 'similarity: 157.214545455')
('target file: 0_0_599_419.jpg', 'file: 57_45_484_334.jpg', 'similarity: 48.1954545455')
('target file: 0_0_599_419.jpg', 'file: 57_45_496_334.jpg', 'similarity: 46.5245454545')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 0_0_599_419.jpg', 'file: 59_0_197_113.jpg', 'similarity: 100000')
('target file: 0_0_599_419.jpg', 'file: 70_268_146_110.jpg', 'similarity: 189.44')
('target file: 137_146_120_74.jpg', 'file: 0_0_553_419.jpg', 'similarity: 76.0')
('target file: 137_146_120_74.jpg', 'file: 0_0_599_419.jpg', 'similarity: 76.0')
('target file: 137_146_120_74.jpg', 'file: 137_45_404_229.jpg', 'similarity: 74.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 178_121_226_133.jpg', 'similarity: 4.0')
('target file: 137_146_120_74.jpg', 'file: 178_45_363_220.jpg', 'similarity: 2.0')
('target file: 137_146_120_74.jpg', 'file: 178_45_363_229.jpg', 'similarity: 2.0')
('target file: 137_146_120_74.jpg', 'file: 227_285_134_108.jpg', 'similarity: 99.0')
('target file: 137_146_120_74.jpg', 'file: 227_285_135_111.jpg', 'similarity: 99.0')
('target file: 137_146_120_74.jpg', 'file: 229_45_312_220.jpg', 'similarity: 113.0')
('target file: 137_146_120_74.jpg', 'file: 229_49_156_125.jpg', 'similarity: 117.0')
('target file: 137_146_120_74.jpg', 'file: 238_49_147_113.jpg', 'similarity: 141.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 273_0_326_365.jpg', 'similarity: 98.0')
('target file: 137_146_120_74.jpg', 'file: 273_174_119_91.jpg', 'similarity: 190.0')
('target file: 137_146_120_74.jpg', 'file: 273_8_227_127.jpg', 'similarity: 119.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 297_49_88_88.jpg', 'similarity: 144.0')
('target file: 137_146_120_74.jpg', 'file: 301_0_298_268.jpg', 'similarity: 113.0')
('target file: 137_146_120_74.jpg', 'file: 301_0_298_365.jpg', 'similarity: 113.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 31_0_100_119.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 31_0_258_143.jpg', 'similarity: 180.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_258_191.jpg', 'similarity: 134.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_529_414.jpg', 'similarity: 75.0')
('target file: 137_146_120_74.jpg', 'file: 31_0_533_416.jpg', 'similarity: 75.0')
('target file: 137_146_120_74.jpg', 'file: 329_45_212_220.jpg', 'similarity: 104.0')
('target file: 137_146_120_74.jpg', 'file: 336_45_205_220.jpg', 'similarity: 111.0')
('target file: 137_146_120_74.jpg', 'file: 379_259_161_122.jpg', 'similarity: 158.0')
('target file: 137_146_120_74.jpg', 'file: 39_112_521_302.jpg', 'similarity: 75.0')
('target file: 137_146_120_74.jpg', 'file: 39_115_521_299.jpg', 'similarity: 76.0')
('target file: 137_146_120_74.jpg', 'file: 405_174_126_94.jpg', 'similarity: 162.0')
('target file: 137_146_120_74.jpg', 'file: 408_303_156_113.jpg', 'similarity: 168.0')
('target file: 137_146_120_74.jpg', 'file: 408_305_156_111.jpg', 'similarity: 169.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 52_184_224_199.jpg', 'similarity: 134.0')
('target file: 137_146_120_74.jpg', 'file: 52_184_311_211.jpg', 'similarity: 98.0')
('target file: 137_146_120_74.jpg', 'file: 52_230_194_153.jpg', 'similarity: 149.0')
('target file: 137_146_120_74.jpg', 'file: 52_230_224_153.jpg', 'similarity: 149.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 56_0_200_113.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 56_0_217_116.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 57_245_167_106.jpg', 'similarity: 156.0')
('target file: 137_146_120_74.jpg', 'file: 57_245_167_112.jpg', 'similarity: 156.0')
('target file: 137_146_120_74.jpg', 'file: 57_245_167_134.jpg', 'similarity: 156.0')
('target file: 137_146_120_74.jpg', 'file: 57_45_484_334.jpg', 'similarity: 74.0')
('target file: 137_146_120_74.jpg', 'file: 57_45_496_334.jpg', 'similarity: 74.0')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_146_120_74.jpg', 'file: 59_0_197_113.jpg', 'similarity: 100000')
('target file: 137_146_120_74.jpg', 'file: 70_268_146_110.jpg', 'similarity: 191.0')
('target file: 137_45_404_229.jpg', 'file: 0_0_553_419.jpg', 'similarity: 13.8429003021')
('target file: 137_45_404_229.jpg', 'file: 0_0_599_419.jpg', 'similarity: 14.3716012085')
('target file: 137_45_404_229.jpg', 'file: 137_146_120_74.jpg', 'similarity: 204.468277946')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 161_184_89_58.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 178_121_226_133.jpg', 'similarity: 141.978851964')
('target file: 137_45_404_229.jpg', 'file: 178_45_363_220.jpg', 'similarity: 25.5438066465')
('target file: 137_45_404_229.jpg', 'file: 178_45_363_229.jpg', 'similarity: 19.8972809668')
('target file: 137_45_404_229.jpg', 'file: 227_285_134_108.jpg', 'similarity: 159.196374622')
('target file: 137_45_404_229.jpg', 'file: 227_285_135_111.jpg', 'similarity: 158.528700906')
('target file: 137_45_404_229.jpg', 'file: 229_45_312_220.jpg', 'similarity: 41.6314199396')
('target file: 137_45_404_229.jpg', 'file: 229_49_156_125.jpg', 'similarity: 134.432024169')
('target file: 137_45_404_229.jpg', 'file: 238_49_147_113.jpg', 'similarity: 139.870090634')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 238_96_63_66.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 273_0_326_365.jpg', 'similarity: 53.2719033233')
('target file: 137_45_404_229.jpg', 'file: 273_174_119_91.jpg', 'similarity: 198.299093656')
('target file: 137_45_404_229.jpg', 'file: 273_8_227_127.jpg', 'similarity: 129.939577039')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 286_208_84_54.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 286_208_85_55.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 289_210_81_52.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 297_49_88_88.jpg', 'similarity: 175.598187311')
('target file: 137_45_404_229.jpg', 'file: 301_0_298_268.jpg', 'similarity: 63.3867069486')
('target file: 137_45_404_229.jpg', 'file: 301_0_298_365.jpg', 'similarity: 60.3141993958')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 31_0_100_119.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 31_0_258_143.jpg', 'similarity: 175.425981873')
('target file: 137_45_404_229.jpg', 'file: 31_0_258_191.jpg', 'similarity: 140.504531722')
('target file: 137_45_404_229.jpg', 'file: 31_0_529_414.jpg', 'similarity: 12.9818731118')
('target file: 137_45_404_229.jpg', 'file: 31_0_533_416.jpg', 'similarity: 12.9093655589')
('target file: 137_45_404_229.jpg', 'file: 329_45_212_220.jpg', 'similarity: 71.9063444109')
('target file: 137_45_404_229.jpg', 'file: 336_45_205_220.jpg', 'similarity: 78.6616314199')
('target file: 137_45_404_229.jpg', 'file: 379_259_161_122.jpg', 'similarity: 159.262839879')
('target file: 137_45_404_229.jpg', 'file: 39_112_521_302.jpg', 'similarity: 81.9637462236')
('target file: 137_45_404_229.jpg', 'file: 39_115_521_299.jpg', 'similarity: 83.8851963746')
('target file: 137_45_404_229.jpg', 'file: 405_174_126_94.jpg', 'similarity: 155.719033233')
('target file: 137_45_404_229.jpg', 'file: 408_303_156_113.jpg', 'similarity: 164.120845921')
('target file: 137_45_404_229.jpg', 'file: 408_305_156_111.jpg', 'similarity: 165.49244713')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 525_366_74_53.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 52_184_224_199.jpg', 'similarity: 126.374622356')
('target file: 137_45_404_229.jpg', 'file: 52_184_311_211.jpg', 'similarity: 120.47734139')
('target file: 137_45_404_229.jpg', 'file: 52_230_194_153.jpg', 'similarity: 140.625377644')
('target file: 137_45_404_229.jpg', 'file: 52_230_224_153.jpg', 'similarity: 137.474320242')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 545_258_54_107.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 56_0_200_113.jpg', 'similarity: 100000')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 56_0_217_116.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 57_245_167_106.jpg', 'similarity: 168.785498489')
('target file: 137_45_404_229.jpg', 'file: 57_245_167_112.jpg', 'similarity: 168.054380665')
('target file: 137_45_404_229.jpg', 'file: 57_245_167_134.jpg', 'similarity: 159.80060423')
('target file: 137_45_404_229.jpg', 'file: 57_45_484_334.jpg', 'similarity: 5.14501510574')
('target file: 137_45_404_229.jpg', 'file: 57_45_496_334.jpg', 'similarity: 5.58006042296')
OpenCV Error: Assertion failed (type == src2.type() && src1.cols == src2.cols && (type == CV_32F || type == CV_8U)) in batchDistance, file /Users/travis/build/skvark/opencv-python/opencv/modules/core/src/stat.cpp, line 3934
('target file: 137_45_404_229.jpg', 'file: 59_0_197_113.jpg', 'similarity: 100000')
('target file: 137_45_404_229.jpg', 'file: 70_268_146_110.jpg', 'similarity: 189.975830816')
Traceback (most recent call last):
  File "grouping_image2.py", line 159, in <module>
    main()
  File "grouping_image2.py", line 107, in main
    probability = sum(dist) / len(dist)
ZeroDivisionError: integer division or modulo by zero

Zusammenfassung

―― Je näher es an 0 liegt, desto höher ist die Ähnlichkeit. ――Das Ergebnis ist im Vergleich zum Histogramm nicht gut.

Alle Seitenlinks

Recommended Posts

Ich habe versucht, die Objekte aus dem Bild des Steak-Sets zu sortieren. ⑤ Ähnliche Erkennung von Bildmerkmalen
Ich habe versucht, die Objekte aus dem Bild des Steak-Sets zu sortieren. ① Objekterkennung
Ich habe versucht, die Objekte aus dem Bild des Steak-Sets zu sortieren. ② Sortieren der Überlappungsnummern
Ich habe versucht, ein Standbild aus dem Video auszuschneiden
Ich habe versucht, die Trapezform des Bildes zu korrigieren
Ich habe versucht, Iris aus dem Kamerabild zu erkennen
Ich habe versucht, die Entropie des Bildes mit Python zu finden
Ich habe versucht, das Gesichtsbild mit sparse_image_warp von TensorFlow Addons zu transformieren
Ändern Sie den Dezimalpunkt der Protokollierung von, nach.
Ich habe versucht, die Anzahl der mit dem Coronavirus infizierten Personen unter Berücksichtigung der Auswirkung des Verzichts auf das Ausgehen vorherzusagen
Ich habe versucht, die Gesichtsverdeckungsarbeit des Koordinationsbildes für das Tragen zu automatisieren
Ich habe versucht, die Texte von Hinatazaka 46 zu vektorisieren!
Ich habe versucht, den Text in der Bilddatei mit Tesseract der OCR-Engine zu extrahieren
Ich habe versucht, die Grundform von GPLVM zusammenzufassen
Ich habe versucht, die Spacha-Informationen von VTuber zu visualisieren
Ich habe versucht, die Stimmen der Sprecher zu klassifizieren
Ich habe versucht, das Bild mithilfe von maschinellem Lernen zu komprimieren
Ich habe versucht, die String-Operationen von Python zusammenzufassen
Ich möchte mit Python nur das Gesicht aus einem Personenbild ausschneiden und speichern ~ Gesichtserkennung und Zuschneiden mit face_recognition ~
Ich habe versucht, die Punktgruppendaten-DB der Präfektur Shizuoka mit Vue + Leaflet anzuzeigen
Ich habe versucht, mit PI Fu aus einem Bild ein 3D-Modell einer Person zu erstellen
Ich habe versucht, den Trend der Anzahl der Schiffe in der Bucht von Tokio anhand von Satellitenbildern zu ermitteln.
Ich habe versucht, die Umrisse von Big Gorilla herauszufinden
Ich habe versucht, das Bild mit Python + OpenCV "gammakorrektur" zu machen
Ich habe versucht, die Standortinformationen des Odakyu-Busses zu erhalten
Ich habe versucht, mit TensorFlow den Durchschnitt mehrerer Spalten zu ermitteln
[Python] Ich habe versucht, die folgende Beziehung von Twitter zu visualisieren
[Maschinelles Lernen] Ich habe versucht, die Theorie von Adaboost zusammenzufassen
Ich habe versucht, das lokale Minimum der Goldstein-Preis-Funktion zu bekämpfen
Ich habe versucht, das Python-Skript unter Windows 10 von 2.7.11 auf 3.6.0 zu ändern
Ich habe versucht, verschiedene Informationen von der Codeforces-API abzurufen
[Linux] Ich habe versucht, die Ressourcenbestätigungsbefehle zusammenzufassen
Ich habe versucht, den Index der Liste mithilfe der Aufzählungsfunktion abzurufen
Ich habe versucht, die Bewässerung des Pflanzgefäßes mit Raspberry Pi zu automatisieren
Ich habe versucht, das Bild mit OpenCV im "Skizzenstil" zu verarbeiten
Ich habe versucht, das Bild mit OpenCV im "Bleistift-Zeichenstil" zu verarbeiten
Ich habe versucht, die Größe des logischen Volumes mit LVM zu erweitern
Ich habe versucht, die häufig verwendete Implementierungsmethode von pytest-mock zusammenzufassen
Ich habe versucht, die Effizienz der täglichen Arbeit mit Python zu verbessern
Ich habe versucht, den allgemeinen Zustand der VTuber-Kanalbetrachter zu visualisieren
[Python] Ich habe versucht, das Fluchtprogramm zu reproduzieren, um aus der Welt zurückzukehren und aus der modifizierten Welt von "Das Verschwinden von Haruhi Suzumiya" zurückzukehren.
Ich habe versucht, E-Mails von Node.js und Python mithilfe des E-Mail-Zustelldienstes (SendGrid) von IBM Cloud zuzustellen!
Ich habe versucht, den Ball zu bewegen
Ich habe versucht, den Abschnitt zu schätzen.
[Python] Ich habe versucht, den kollektiven Typ (Satz) auf leicht verständliche Weise zusammenzufassen.
Ich habe versucht, das Bild durch Klicken mit der rechten und linken Maustaste in den angegebenen Ordner zu verschieben
Ich habe versucht, die Altersgruppe und die Ratenverteilung von Atcoder zu visualisieren
Ich habe versucht, die Beispielnachrichten zur Geschäftsintegration in Amazon Transcribe zu übertragen
Ich habe versucht, die Vorhersage-API des maschinellen Lernmodells von WordPress aus aufzurufen
zoom Ich habe versucht, den Grad der Aufregung der Geschichte auf der Konferenz zu quantifizieren
Ich habe versucht, die Ähnlichkeit der Frageabsicht mit Doc2Vec von gensim abzuschätzen
Ich habe versucht, die Genauigkeit meines eigenen neuronalen Netzwerks zu verbessern
Ich habe versucht, die Version 2020 mit 100 Sprachverarbeitung zu lösen [Kapitel 3: Reguläre Ausdrücke 25-29]
Ich habe versucht, den Authentifizierungscode der Qiita-API mit Python abzurufen.
Ich möchte eine Liste in der Reihenfolge anderer Listen sortieren