Image segmentation is a fundamental step in a wide range of image processing tasks. One of the many image segmentation methods is the Graph-Based Segmentation (GBS), which is technique based on graph theory. A new segmentation approach based on the GBS method called Weighted Graph-Based Segmentation (WGBS) is shown. This method is guided by a non-linear discrimination function, the Polynomial Mahalanobis distance, which captures the user-inference, prioritizing during the connecting process the regions with higher similarity to the user selected pattern. The WGBS presents pattern-oriented segmentation results, showing better coherence among the segments with higher similarity to the selected pattern.
Obtained Segmentation Results
Comparison between FH and WFH segmentation results for image 2092. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 3096. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 12003. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 15088. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 16052. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 22090. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 24004. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 24063. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 35070. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 42049. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 46076. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 48055. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 60079. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 61060. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 62096. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 66075. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 67079. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 68077. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 69015. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 80099. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 94079. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 97017. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 97033. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 100075. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 113009. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 113016. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 113044. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 118035. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 124084. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 126007. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 135069. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 143090. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 151087. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 159091. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 161062. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 163014. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 167062. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 167083. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 183055. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 196073. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 207056. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 208001. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 216053. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 225017. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 227092. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 238011. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 247085. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 249061. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 253036. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 260058. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 291000. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 295087. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 299091. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 300091. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 304034. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 310007. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 368078. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 374067. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Comparison between FH and WFH segmentation results for image 388016. (A) original image, (B) white line showing the selected pattern on the image (C) FH, (D) WFH.
Images and Patterns