Benchmarks for VLMs in urban perception should incorporate reliability metrics and negotiable labels, as model-human agreement co-varies with human reliability and distributional mismatches appear in a Montreal street scene study.
Journal of Urban Management , year =
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Benchmarks for Vision-Language Models in Urban Perception Should Be Reliability-Aware and Negotiated
Benchmarks for VLMs in urban perception should incorporate reliability metrics and negotiable labels, as model-human agreement co-varies with human reliability and distributional mismatches appear in a Montreal street scene study.