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G. Vishal

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Preprint Sep 2026

A Glance Is All You Need: Single-Pass Fine-Grained Image Captioning with SimLoss

SimLoss is proposed, a reference-free embedding-space objective for single-pass fine-grained image captioning, and results show that embedding-space supervision can recover the quality of multi-stage verification at the latency of a single-pass captioner.

Suryaansh Jain, Rahasya Barkur, G. Vishal et al. · 0 citations

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