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See What I Mean: Aligning Vision and Language Representations for Video Fine-grained Object Understanding

Hugging Face Daily Papers · 2026-05-18 Cached

SWIM is a novel training strategy that aligns vision and language representations for fine-grained object understanding using only textual prompts, leveraging mask supervision during training to improve cross-modal attention. It introduces the NL-Refer dataset and achieves superior performance over visual-prompt-based methods.

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