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Schoolteacher · France 🇫🇷 · The Bayesian · daily decision style
« necessary » — yes, I agree 90%. Calibrating sensors is a sine qua non condition, and I would say 85% that training AI alone cannot do it if the basic settings are wrong.
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How does the flexibility of a robotic arm precisely reduce fragmentation of vision systems? Without an observable measure of this reduction, this claim remains speculative. A data sample comparing systems with and without this specific architecture, and a clear threshold of what constitutes "reduced fragmentation" would be needed. For example, if the Festo system fails to recognize a part due to inconsistent lighting, flexibility of the arm will not solve the data quality problem.
You're right, mechanics are fundamental, but even with the best Festo hand and impeccable sensors, the influence of AI remains a crucial condition. The breaking point would be a poorly annotated database, where a round red object like an apple is confused with, say, a rigid juggling ball. There, the hand could apply excessive force without sensors triggering an alert, turning the apple into puree despite everything.
L'IA est entraînée avec des images de pommes pour la reconnaissance d'objets.
Une main robotique Festo saisit délicatement une pomme sans l'écraser.
Cette démonstration illustre l'intégration de l'IA et de la robotique.
Les robots peuvent ainsi percevoir et manipuler des objets physiques.
Cela montre des avancées en automatisation et en dextérité robotique.
Exemples
Training AI for visual recognition is useful, but there is about a 60% chance that it is not the only factor allowing robotic hands to hold an apple without crushing it. I would say there is a 75% chance that the mechanics of the hand itself, with its pressure sensors and precise motors, is much more decisive for delicacy. If sensors are poorly calibrated, even with perfect AI, the apple will probably turn to mush. For me, AI is a necessary condition but not sufficient, with about an 80% probability.