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A computer vision model can look perfect during testing and then fall apart the moment it meets real life. The contrast is often dramatic. An MIT review found some face-analysis systems making mistakes on 34.7% of dark-skinned women, while the error rate for light-skinned men stayed under 1%. In agriculture, models that scored 95–99% accuracy on clean lab photos fell to 70–85% on real crops. And in radiology, an RSNA review showed four out of five models performing worse on data from another hos
Published: January 30, 2026
Technologies now revolutionize our experience in each sector of our lives: from creating Netflix recommendations to helping doctors with diagnostics. But what about the agriculture field and technologies? Precision agriculture is going to absolutely change the farmer's cultivation and harvest of their food with the help of different sophisticated technologies like AI and Machine Learning, GPS, GIS, UAVs, and Satellite Remote Sensing, collectively known as Precision Agriculture. Precision Agricu
Published: July 31, 2023
Recently we have discussed the emerging concept of smart farming that makes agriculture more efficient and effective with the help of high-precision algorithms. The mechanism that drives it is Machine Learning — the scientific field that gives machines the ability to learn without being strictly programmed. It has emerged together with big data technologies and high-performance computing to create new opportunities to unravel, quantify, and understand data intensive processes in agricultural ope
Published: March 22, 2019
We are a Ukraine-based company which means that our parents and grandparents lived in the era of infamous Soviet collective farms, where tractors were considered to be the ultimate technology. For them, a smart farm will sound like a fairy tale. So let it be, a fairy tale of a smart farm. First of all, what is a smart farm? Smart Farming is a concept of farming management using modern Information and Communication Technologies to increase the quantity and quality of products. Among the technolog
Published: January 14, 2019