Research papers · Posted 2025.05.22 · Publication / acceptance: author-reported
Zero-Shot Anomaly Detection in Battery Thermal Images Using Visual Question Answering with Prior Knowledge
Zero-Shot Anomaly Detection in Battery Thermal Images Using Visual Question Answering with Prior Knowledge
Overview
The study evaluates zero-shot visual-question-answering models for battery thermal anomalies using prompts informed by normal thermal behavior. Comparisons examine prompt sensitivity, repeated responses and qualitative diagnostic outputs without battery-specific fine-tuning.
Publication and version information
Publication, acceptance or venue information is author-reported on arXiv. The exact source wording is preserved below.
Author-supplied source information
Author-supplied information on arXiv.
Accepted in EUSIPCO 2025
Version: arXiv v1 — manuscript revision