Self-adapting weighted operators for multiscale gradient fusion

•We study the problem of vector fusion in the context of image gradient fusion.•We present two classes of weighted operators for multiscale gradient fusion.•We introduce a multiscale method for image segmentation and boundary detection.•We test, quantitatively, the performance of such method in a popular dataset.