A Structured Benchmark for Text-Guided Anomaly Detection: When Language Stops Conditioning the Decision

Industrial anomaly detection has historically been a unimodal task. Recent multimodal vision-language models have produced systems that admit textual input alongside the image and are presented as enabling text-guided zero- and few-shot inspection. Yet these methods are evaluated with protocols inhe...