GALOT combines text-to-image generation with active learning, generating pseudo-labeled synthetic images from optimized text embeddings and reporting consistent accuracy gains over standard active learning baselines.
IEEE Transactions on Pattern Analysis and Machine Intelligence (2023)
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GALOT: Generative Active Learning via Optimizable Zero-shot Text-to-image Generation
GALOT combines text-to-image generation with active learning, generating pseudo-labeled synthetic images from optimized text embeddings and reporting consistent accuracy gains over standard active learning baselines.