DevChakraborty.com aka the JAFROC website

Welcome to Prof. Dev Chakraborty's FROC methodology web site


FROC is an acronym for Free-response Receiver Operating Characteristic, which is but one of several ways of visualizing search data. Since the FROC curve is not recommended as a summary of performance, it is more accurate to think of FROC as a search paradigm. Most imaging examinations involve the element of search, i.e., the radiologist does not know a-priori how many lesions (0,1,2,...,) may be present in an image and consequently must search the image for suspicious regions.

FROC analysis is used to objectively evaluate imaging systems or radiologists in search tasks. It is intended to answer questions like which is the better imaging system for detecting breast cancer? How good is the radiologist at detecting cancer? In the free-response paradigm the radiologist marks and rates suspicious locations on images. The rating is the confidence level that the marked region is malignant. The free-response paradigm closely parallels tasks such as finding lesions in mammograms or nodules in lung cancer screening. FROC analysis enables more precise evaluation of imaging systems (greater statistical power) than when location is ignored. Recent progress in this field has resulted from a connection made between this paradigm and the Kundel-Nodine model of human perception, which led to the Radiological Search Model (RSM) for observer performance in search tasks.

NoviceExpertMammograms
Images courtesy of Dr. Claudia Mello-Thoms and Prof. Harold Kundel


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