Jun-Wei Kuang

Trustworthy Evaluation of Vision–Language Models for UAV Power-Line Inspection: A Resolution- and Parity-Controlled Benchmark

Vision–language models (VLMs) are often reported to outperform vision-only backbones for UAV power-line inspection. We examine that claim using ElecVQA-Bench, a 56,972-item resource derived from InsPLAD, and an audit of partition, evaluated items, label space, replication, input resolution, and side information. The or...