For inline poultry inspection, the time-tested, and finely tuned JBT Marel dual-energy X-ray technology delivers the clear images needed to accurately detect bones, with fewer calibration sensitivities at line speeds. This delivers optimized production flow, reliable detection accuracy, plus low false positives at speed.
“We asked several companies for demonstrations of their technology,” said Thada Chittham, General Manager Primary Processing, BRF Thailand. “JBT Marel's accuracy was significantly higher: about 98% opposed to 70%. So, the SensorX bone detection system is incredibly efficient. The other X-ray systems were far more general, whereas the SensorX was specifically designed to find bone.” An additional benefit of the SensorX is its capability to detect other contaminants such as metal, stone and glass.
Advanced image analysis based on physics not just AI pattern-matching
While AI-enhanced vision can add value in multiple areas of processing equipment, including detection, AI ‘black-box’ models trained in pattern recognition make generalizations when confronted with scenarios outside its training. This generalization, leads to uncertainties when introducing new types of defects or contaminate that was not in the training data set.
“It’s time-consuming and difficult to train an AI model for every eventuality. And it’s often the unspoken expectations that are the problems,” said Hrafnkell Eiríksson, Senior Software Engineer, Innovation R&D, JBT Marel. “When you ask a processor what they want to focus on of course they say small bones. But no one discusses what everyone feels is obvious, like a drumstick. Clearly, that is a ridiculous example, but it’s also true. AI models can only detect what they are specifically trained to see. If you add a new product line, a new cut style, the AI has to be trained for it.”
The algorithms behind SensorX image analysis rely on defined physics, separating soft tissue from bone or other hard contaminants to reveal low-contrast fragments, regardless of the cut style or product line. Making detection more reliable and flexible to future changes.