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Xinwei Long

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Jul 2026

RefCaptioner: Multi-Reference Image-Grounded Video Captioning

Human evaluation confirms that RefCaptioner achieves the best overall performance among the open-source models while remaining competitive on standard video captioning benchmarks, and human evaluation further confirms that its captions are preferred by annotators and enable more source-faithful video reconstruction wit...

Teng-Fei Liu, Yang Shi, Yu-Ran Wang et al. · 0 citations

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