Ultrasonic, touch, and color sensors are debated in their classification as tactile sensors, with some arguing that ultrasonic sensors can function as tactile sensors depending on their application. Non-tactile sensors include PIR, light sensors, and traditional ultrasonic sensors used for distance measurement. The distinction lies in the specific use cases of the sensors, as some ultrasonic sensors are designed for touch applications. Resources provided include detailed descriptions and examples of tactile sensors, highlighting their role in robotics. Understanding the context of sensor application is crucial for accurate classification.