Litcius/Paper detail

CNC-VLM: An RLHF-optimized industrial large vision-language model with multimodal learning for imbalanced CNC fault detection

Zisheng Wang, Junjie Chen, Chisen Wang, Cong Peng, Jianping Xuan, Tielin Shi, Mingjian Zuo

2026Mechanical Systems and Signal Processing13 citationsDOI

Topics & Concepts

Fault detection and isolationArtificial intelligenceComputer scienceDiscriminative modelGeneralizationEncoderMachine learningConsistency (knowledge bases)Field (mathematics)Fault (geology)Semantics (computer science)AutoencoderPattern recognition (psychology)VisualizationRoboticsProjection (relational algebra)Object detectionComputer visionEngineeringSoftware deploymentSample (material)Encoding (memory)Task analysisRealization (probability)Visual servoingFault injectionMachine Fault Diagnosis TechniquesAdvanced Graph Neural NetworksImbalanced Data Classification Techniques