title: Real-time augmentation of USDA yield grade application to beef carcasses using video image analysis.
abstract: In two phases, this study assessed the ability of two video image analysis (VIA) instruments, VIASCAN and Computer Vision System (CVS), to augment assignment of yield grades (YG) to beef carcasses to 0.1 of a YG at commercial packing plant speeds and to test cutout prediction accuracy of a YG augmentation system that used a prototype augmentation touchpanel grading display (designed to operate commercially in real-time). In Phase I, beef carcasses (n = 505) were circulated twice at commercial chain speeds (340 carcasses per hour) by 12 on-line USDA graders. During the first pass, on-line graders assigned a whole-number YG and a quality grade (QG) to carcasses as they would normally. During the second pass, on-line graders assigned only adjusted preliminary yield grades (APYG) and QG to carcasses, whereas the two VIA instruments measured the longissimus muscle area (LMA) of each carcass. Kidney, pelvic, and heart fat (KPH) was removed and weighed to allow computation of actual KPH percentage. Those traits were compared to the expert YG and expert YG factors. On-line USDA graders' APYG were closely related (r = 0.83) to expert APYG. Instrument-measured LMA were closely related (r = 0.88 and 0.94; mean absolute error = 0.3 and 0.2 YG units, for VIASCAN and CVS, respectively) to expert LMA. When YG were augmented using instrument-measured LMA and computed either including or neglecting actual KPH percentage, YG were closely related (r = 0.93 and 0.92, mean absolute error = 0.32 and 0.40 YG units, respectively, using VIASCAN-measured LMA; r = 0.95 and 0.94, mean absolute error = 0.24 and 0.34 YG units, respectively, using CVS-measured LMA) to expert YG. In Phase II, augmented YG were assigned (0.1 of a YG) to beef carcasses (n = 290) at commercial chain speeds using VIASCAN and CVS to determine LMA, whereas APYG and QG were determined by online graders via a touch-panel display. On-line grader YG (whole-number), expert grader YG (to the nearest 0.1 of a YG), and VIASCAN- and CVS-augmented YG (to the nearest 0.1 of a YG) accounted for 55, 71, 60, and 63% of the variation in fabricated yields of closely trimmed subprimals, respectively, suggesting that VIA systems can operate at current plant speeds and effectively augment official USDA application of YG to beef carcasses.
authors.affiliation: Department of Animal Sciences, Colorado State University, Fort Collins 80523-1171, USA.
authors.forename: R
authors.initials: R
authors.lastname: Steiner
authors.forename: A M
authors.initials: AM
authors.lastname: Wyle
authors.forename: D J
authors.initials: DJ
authors.lastname: Vote
authors.forename: K E
authors.initials: KE
authors.lastname: Belk
authors.forename: J A
authors.initials: JA
authors.lastname: Scanga
authors.forename: J W
authors.initials: JW
authors.lastname: Wise
authors.forename: J D
authors.initials: JD
authors.lastname: Tatum
authors.forename: G C
authors.initials: GC
authors.lastname: Smith
mesh_terms: D000818:Animals; D002417:Cattle; D005525:Food-Processing Industry / Q000592:standards; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D008460:Meat / Q000145:classification* / Q000592:standards*; D011786:Quality Control; D013997:Time Factors; D014481:United States; D016885:United States Department of Agriculture; D014741:Video Recording