Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use

arXiv:2403.02626v1 Announce Type: cross
Abstract: From content moderation to wildlife conservation, the number of applications that require models to recognize nuanced or subjective visual concepts is growing. Traditionally, developing classifiers for such concepts requires substantial manual effort measured in hours, days, or even months to identify and annotate data needed for training. Even with recently proposed Agile Modeling techniques, which enable rapid bootstrapping of image classifiers, users are still required to spend 30 minutes or more of monotonous, repetitive data …

abstract applications arxiv classification classifiers concepts conservation content moderation cs.cv cs.lg enabling human identify llm modeling moderation tool type via vision visual visual concepts wildlife