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Few-Shot Fabric Defect Detection via Vision-Text Paired In-Context Learning and Two-Stage Reflection
Industrial visual sensing systems play a critical role in automated quality inspection. However, deploying data-driven perception models on industrial visual sensors faces significant bottlenecks due to the extreme scarcity of annotated anomaly samples and the pronounced long-tailed distribution of defect types. These...