Papers with BLEU@4
Bridge Video and Text with Cascade Syntactic Structure (C18-1)
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| Challenge: | Using LSTM-CSS, we construct basic syntactic structure by completing syntastic structure. |
| Approach: | They propose a video captioning approach that progressively completes syntactic structure by a conditional random field to construct basic syntaktic structure. |
| Outcome: | The proposed method produces natural sentences with 42.3% and 28.5% accuracy compared to state-of-the-art methods. |
MultiCapCLIP: Auto-Encoding Prompts for Zero-Shot Multilingual Visual Captioning (2023.acl-long)
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| Challenge: | Existing methods for supervised visual captioning require large scale of images or videos paired with descriptions in a specific language. |
| Approach: | They propose a zero-shot approach that generates captions for different scenarios without labeling . they use concept prompts to retrieve concepts and auto-encode them to learn writing styles . |
| Outcome: | The proposed approach generates captions for different scenarios and languages without labeled vision-caption pairs. |