Metric: BLEU-4 (higher is better)
| # | Model↕ | BLEU-4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | VAST | 19 | Yes | VAST: A Vision-Audio-Subtitle-Text Omni-Modality... | 2023-05-29 | Code |
| 2 | MQ-Cap | 18.1 | No | Enhancing Retrieval-Augmented Audio Captioning w... | 2024-10-14 | - |
| 3 | Audio Flamingo (Pengi trainset) | 17.4 | Yes | Audio Flamingo: A Novel Audio Language Model wit... | 2024-02-02 | Code |
| 4 | VALOR | 16.2 | Yes | VALOR: Vision-Audio-Language Omni-Perception Pre... | 2023-04-17 | Code |
| 5 | ZerAuCap | 2.9 | No | Zero-shot audio captioning with audio-language m... | 2023-11-14 | Code |