Not perfect but you could use color based segmentation
mask = Binarize[ColorDetect[img, ColorsNear[Brown]], .1]

Then use the centers of the morphological components
HighlightImage[img,
ComponentMeasurements[MorphologicalComponents[mask], "Centroid"]]
