Metric: BLEU-1 (higher is better)
| # | Model↕ | BLEU-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | AOG + ARS | 69 | No | - | - | - |
| 2 | CoVS | 67.5 | No | - | - | - |
| 3 | IRW | 66.7 | No | - | - | - |
| 4 | SentiStory | 65.5 | No | - | - | - |
| 5 | StoryAnchor: w/ Predicted Nouns | 65.1 | No | Visual Storytelling via Predicting Anchor Word E... | 2020-01-13 | - |
| 6 | INet | 64.4 | No | Hide-and-Tell: Learning to Bridge Photo Streams ... | 2020-02-03 | - |
| 7 | TAVST (RL) | 64.2 | No | Keep it Consistent: Topic-Aware Storytelling fro... | 2019-11-11 | - |
| 8 | VSCMR | 63.8 | No | Informative Visual Storytelling with Cross-modal... | 2019-07-07 | Code |
| 9 | AREL-t-100 | 63.8 | No | No Metrics Are Perfect: Adversarial Reward Learn... | 2018-04-24 | Code |
| 10 | ViT-model | 63 | No | Vision Transformer Based Model for Describing a ... | 2022-10-06 | - |
| 11 | GAN | 62.8 | No | No Metrics Are Perfect: Adversarial Reward Learn... | 2018-04-24 | Code |
| 12 | XE-ss | 62.3 | No | No Metrics Are Perfect: Adversarial Reward Learn... | 2018-04-24 | Code |
| 13 | SGEmb | 62.2 | No | - | - | - |
| 14 | CST | 60.1 | No | Contextualize, Show and Tell: A Neural Visual St... | 2018-06-03 | Code |