Zero-Shot Learning in Industrial Scenarios: New Large-Scale Benchmark, Challenges and Baseline

In three linesNew industrial dataset MMIO (80K+ samples, 6 super-categories, 18 subcategories) for zero-shot defect detection. RTVP method (Refined Text-Visual Prompt) based on Mobile-SAM with expert-guided domain adaptation. Achieves 42.2% AP zero-shot and 24.7% AP in closed scenes.

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