What are the various techniques for detecting Walls in the Building(Architectural) floor plan Images?
Try using Template matching by taking a small cutout of the wall whose length is long enough so that it is not confused with other elements. Keep the threshold value high(around 0.9 or higher) and then check the bounding boxes predictions.