SEP 9, 2026 · PREPRINT
Vague2Detect: Handling Ambiguous Prompts in Knowledge-Based Open-World Detection
arXiv
This is an unreviewed technical report describing a proof-of-concept pipeline for object detection under ambiguous prompts, with no peer review or independent validation; the work is methodological and system-focused rather than a clinical or validated diagnostic study.
Reported
Baseline YOLO-World VPSR32%
Vague2Detect VPSR (hybrid pipelin…61%
Vague2Detect VPSR with GPT fallba…85%