Guava Bruise Area Calculation Using Color And Grayscale Image Segmentation

灰度 人工智能 计算机视觉 瘀伤 阈值 图像分割 彩色图像 分割 色空间 区域增长 计算机科学 数学 模式识别(心理学) 尺度空间分割 图像处理 图像(数学) 医学 外科
作者
Patteera Vipasdamrongkul,Suttika Chocharat,Pundao Srimunwing,Sujitra Arwatchananukul,Saowapa Chaiwong,Rattapon Saengrayap,Nattapol Aunsri
标识
DOI:10.1109/incit56086.2022.10067362
摘要

A bruise area calculation method on guava fruit surface was presented that relied on image segmentation by identifying boundaries or edges appearing in the guava image. Boundary detection was used to calculate the entire area of the guava and this was then compared with the bruise area. Image data presented as color combination of R, G and B was difficult to apply and performed poorly, while simple foreground and edge segmentation methods using grayscale images provided good results. The bruise region had maximum image intensity and the thresholding image segmentation method was used to specify this area. Results were not acceptable because of sensitivity to light and shadow. A color image segmentation method based on thresholding was used to overcome this issue. Two color spaces, HSV and L*a*b, clearly distinguished between the color of the guava and the color of the bruise. A specific portion of the covered color area could be specified in both color spaces and both produced good results. After specifying the desired region, the calculated area was compared between the grayscale and color models. Color image segmentation by the color thresholder produced good results that matched our data.

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