Author

Saikamal Nannuri

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Review Jul 2026

SteelBench: Evaluating Vision-Language Models in Real-World Industrial Environments

STEELBENCH is introduced, a diagnostic benchmark for industrial surveillance that jointly evaluates per-worker activity recognition, safety-rule reasoning, and annotation provenance and finds that unaudited VLM-sourced ground truth can inflate same-family model accuracy by up to 17 percentage points.

Suryanarayana Reddy Yarrabothula, Manisha Chawla, Kunal Sinha et al. · 1 citation