Modified binary watershed transform for segmentation of agricultural products

Segmentation of agricultural products on a conveyor belt is a first step for product inspection. We consider a new algorithm to achieve segmentation. We use x-ray images which provide useful internal information on the state of the product. The product items considered vary in size, shape, gray-scale properties, and lie at random orientations. Many items touch and thus new techniques are necessary to detect each item at any orientation, estimate the number of touching items and their centers, and segment overlapping touching items to provide separate image filters for touching input items. Test results are presented for x-ray film and linescan images of various agricultural products including one extensive database.

[1]  J. Russ Computer-Assisted Microscopy , 1990, Springer US.

[2]  Edward R. Dougherty,et al.  An introduction to morphological image processing , 1992 .

[3]  David Casasent,et al.  New feature extraction method for classification of agricultural products from x-ray images , 1999, Other Conferences.

[4]  Thomas F. Schatzki,et al.  Defect detection in apples by means of x-ray imaging , 1996, Other Conferences.

[5]  Thomas F. Schatzki,et al.  Machine recognition of weevil damage in wheat radiographs , 1993, Other Conferences.

[6]  D. H. Lenker,et al.  Characterization of growing lettuce from density contours--II. Statistics , 1981, Pattern Recognit..

[7]  T. F. Schatzki,et al.  Detection of submilligram inclusions of heavy metals in processed foods , 1989 .

[8]  David Casasent,et al.  Expanded image database of pistachio x-ray images and classification by conventional methods , 1996, Other Conferences.

[9]  Azriel Rosenfeld,et al.  Computer Vision , 1988, Adv. Comput..

[10]  David Casasent,et al.  Detection and segmentation of multiple touching product inspection items , 1996, Other Conferences.

[11]  D. H. Lenker,et al.  Characterization of growing lettuce from density contours--I. Head selection , 1981, Pattern Recognit..

[12]  Ewert Bengtsson,et al.  Watershed segmentation of binary images using distance transformations , 1993, Electronic Imaging.

[13]  David Casasent,et al.  RI-MINACE filters to augment segmentation of touching objects , 1997, Defense, Security, and Sensing.

[14]  David Casasent,et al.  Detection filters and algorithm fusion for ATR , 1997, IEEE Trans. Image Process..