Experimental data is available for the Head Related Impulse Response (HRIR) for several azimuth and elevation angles, and for several subjects. The measured HRIR depends on several factors such as reflections from body parts (torso, shoulder and knees), head diffraction, and reflection/diffraction effects due to the external ear (pinna). Due to the combined influence of these factors on the HRIR, it is difficult to isolate features thought to be perceptually important (such as the frequencies of pinna spectral notches) using standard signal processing techniques. Signal processing methods to extract the frequencies of the pinna spectral notches from the HRIR are presented. The techniques are applied to extracting features from the publicly available CIPIC HRIR database. A brief discussion relating the notch frequencies to the physical dimensions and the shape of the pinna is given. UMIACS-TR-2004-51