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Diffstat (limited to 'dip/segmentation/grab_cut.py')
| -rw-r--r-- | dip/segmentation/grab_cut.py | 41 |
1 files changed, 41 insertions, 0 deletions
diff --git a/dip/segmentation/grab_cut.py b/dip/segmentation/grab_cut.py new file mode 100644 index 0000000..363496b --- /dev/null +++ b/dip/segmentation/grab_cut.py @@ -0,0 +1,41 @@ +import cv2 +import numpy as np + +src = cv2.imread("sample_person.jpg") +src = cv2.resize(src, (0, 0), fx=0.5, fy=0.5) + +# 交互式,返回 (x_min, y_min, w, h) +r = cv2.selectROI('input', src, True) + +# roi区域 +roi = src[int(r[1]):int(r[1] + r[3]), int(r[0]):int(r[0] + r[2])] + +# 原图mask,与原图等大小 +mask = np.zeros(src.shape[:2], dtype=np.uint8) + +# 矩形roi +rect = (int(r[0]), int(r[1]), int(r[2]), int(r[3])) # 包括前景的矩形,格式为(x,y,w,h) + +# bg模型的临时数组 +bgdmodel = np.zeros((1, 65), np.float64) +# fg模型的临时数组 +fgdmodel = np.zeros((1, 65), np.float64) + +cv2.grabCut(src, mask, rect, bgdmodel, fgdmodel, 11, mode=cv2.GC_INIT_WITH_RECT) + +print(np.unique(mask)) +# 提取前景和可能的前景区域 +mask2 = np.where((mask == 1) | (mask == 3), 255, 0).astype('uint8') + +print(mask2.shape) + +# 按位与 src & src == 0,得到的是二进制 +result = cv2.bitwise_and(src, src, mask=mask2) +# cv2.imwrite('result.jpg', result) +# cv2.imwrite('roi.jpg', roi) + +cv2.imshow('mask', mask2) +cv2.imshow('roi', roi) +cv2.imshow("result", result) +cv2.waitKey(0) +cv2.destroyAllWindows() |
