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Captions selected with VEGAS align significantly better with human attention, boosting retrieval performance and challenging the status quo of video captioning metrics.
Ditch BLEU and ROUGE: ViSIL offers a unified metric for multimodal video captioning that actually correlates with VQA performance and human judgment by measuring information loss via VLM inference.
