python - OpenCV : AttributeError: 'list' object has no attribute 'queryIdx'

Question

我正在使用 OpenCV、SIFT 和 Homography 来检测图片中的所有对象。

我的全局图片如下:

而且我想检测图片上的所有灯，即使每个灯的方向不完全相同。

我的模型图片看起来像:

我用 Python 写了这个脚本:

#-*- coding: utf-8! -*-

import os, shutil
import numpy as np
import cv2

#########################
# SIFT descriptors part #
#########################

img1 = cv2.imread('/Users/test/Desktop/SIFT/Ville/ville.jpg',0)
img2 = cv2.imread('/Users/test/Desktop/SIFT/Ville/lampe.jpg',0)

##########################
# Initiate SIFT detector #
##########################

sift = cv2.xfeatures2d.SIFT_create()

kp1, des1 = sift.detectAndCompute(img1,None)
kp2, des2 = sift.detectAndCompute(img2,None)

FLANN_INDEX_KDTREE = 0
index_params = dict(algorithm = FLANN_INDEX_KDTREE, trees = 5)
search_params = dict(checks = 50)

flann = cv2.FlannBasedMatcher(index_params, search_params)
#bf = cv2.BFMatcher()
matches = flann.knnMatch(des1,des2,k=2)

good = []
for m,n in matches :
    if m.distance < 0.7*n.distance :
        good.append([m])

MIN_MATCH_COUNT = 3

if len(good)>MIN_MATCH_COUNT:
    src_pts = np.float32([ kp1[m.queryIdx].pt for m in good ]).reshape(-1,1,2)
    dst_pts = np.float32([ kp2[m.trainIdx].pt for m in good ]).reshape(-1,1,2)

    M, mask = cv2.findHomography(src_pts, dst_pts, cv2.RANSAC,5.0)
    matchesMask = mask.ravel().tolist()

    h,w = img1.shape
    pts = np.float32([ [0,0],[0,h-1],[w-1,h-1],[w-1,0] ]).reshape(-1,1,2)
    dst = cv2.perspectiveTransform(pts,M)

    img2 = cv2.polylines(img2,[np.int32(dst)],True,255,3, cv2.LINE_AA)

else:
    print "Not enough matches are found - %d/%d" % (len(good),MIN_MATCH_COUNT)
    matchesMask = None

draw_params = dict(matchColor = (0,255,0), # draw matches in green color
                   singlePointColor = None,
                   matchesMask = matchesMask, # draw only inliers
                   flags = 2)

img3 = cv2.drawMatches(img1,kp1,img2,kp2,good,None,**draw_params)

plt.imshow(img3, 'grayfinal.jpg'),plt.show()
cv2.imwrite('matches.jpg',img3)

我收到这个错误:

Traceback (most recent call last):
  File "image.py", line 34, in <module>
    src_pts = np.float32([ kp1[m.queryIdx].pt for m in good ]).reshape(-1,1,2)
AttributeError: 'list' object has no attribute 'queryIdx'

你有什么想法吗？

编辑:

通过假设的解决方案，我得到了一些看起来正确的东西。但是我怎么能检测到图片上的其他灯呢？

Answer 1

您应该只将 m 附加到 good，而不是执行 good.append([m])。

因为现在 good 中的每个元素都是一个包含一个元素 (m) 的列表，并且您尝试访问它的 queryIdx。这就是您收到此 AttributeError: 'list' object has no attribute 'queryIdx'

的原因