Hero: Hierarchical Encoder for Video+Language Omni-representation Pre-training
Table 3: Results on four downstream tasks: TVR, Howto100M-R, TVQA and Howto100M-QA, compared with task-specific state-of-the-art method: XML for TVR and STAGE for TVQA. Only video moment retrieval results are reported for TVR and Howto100M-R.
['Method', 'TVR R@1', 'TVR R@10', 'TVR R@100', 'Howto100M-R R@1', 'Howto100M-R R@10', 'Howto100M-R R@100', 'TVQA Acc.', 'Howto100M-QA Acc.']
First, we compare with XML Results show that our model consistently outperforms XML on both TVR and Howto100M-R, with or without pre-training.