diff --git a/MagickCore/attribute.c b/MagickCore/attribute.c
index eed5b57571..323c625d2b 100644
--- a/MagickCore/attribute.c
+++ b/MagickCore/attribute.c
@@ -421,8 +421,8 @@ MagickExport RectangleInfo GetImageBoundingBox(const Image *image,
   artifact=GetImageArtifact(image, "trim:edges");
   if (artifact == (const char *) NULL)
     {
-      bounds.width=0;
-      bounds.height=0;
+      bounds.width=image->columns == 1 ? 1 : 0;
+      bounds.height=image->rows == 1 ? 1 : 0;
       bounds.x=(ssize_t) image->columns;
       bounds.y=(ssize_t) image->rows;
     }