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Lu-Chang He

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#explainable ai Conference Open access Sep 2026

From Perception to Cognition: A Review of Neural- Symbolic AI for Computer Vision

Overall, Neural -Symbolic AI shifts computer vision from pure perception toward structured understanding and reasoning, although problems remain in scalable reasoning, knowledge integration, and real-world deployment.

Lu-Chang He · Exploring Science Academic C... · 0 citations