How Robots Recognize Objects Through Touch: From Material Classification to Contact State Judgment

The article reviews the core issues in robotic tactile classification, pointing out that robots need to judge material, attributes, and state from contact signals rather than simply categorizing them. It emphasizes that task definitions must distinguish between material, attributes, and state to avoid label confusion, and notes that tactile readings are affected by action conditions and must be modeled in temporal and conditional contexts.