Metric: BLEU-3 (higher is better)
| # | Model↕ | BLEU-3▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CoVS | 25.3 | No | - | - | - |
| 2 | IRW | 25 | No | - | - | - |
| 3 | SentiStory | 24.1 | No | - | - | - |
| 4 | INet | 23.9 | No | Hide-and-Tell: Learning to Bridge Photo Streams ... | 2020-02-03 | - |
| 5 | AOG + ARS | 23.9 | No | - | - | - |
| 6 | TAVST (RL) | 23.7 | No | Keep it Consistent: Topic-Aware Storytelling fro... | 2019-11-11 | - |
| 7 | SGEmb | 23.5 | No | - | - | - |
| 8 | StoryAnchor: w/ Predicted Nouns | 23.4 | No | Visual Storytelling via Predicting Anchor Word E... | 2020-01-13 | - |
| 9 | AREL-t-100 | 23.2 | No | No Metrics Are Perfect: Adversarial Reward Learn... | 2018-04-24 | Code |
| 10 | MCSM+RNN | 23.1 | No | Commonsense Knowledge Aware Concept Selection Fo... | 2021-02-05 | - |
| 11 | GAN | 23 | No | No Metrics Are Perfect: Adversarial Reward Learn... | 2018-04-24 | Code |
| 12 | XE-ss | 22.5 | No | No Metrics Are Perfect: Adversarial Reward Learn... | 2018-04-24 | Code |
| 13 | ViT-model | 21.5 | No | Vision Transformer Based Model for Describing a ... | 2022-10-06 | - |
| 14 | CST | 21.1 | No | Contextualize, Show and Tell: A Neural Visual St... | 2018-06-03 | Code |
| 15 | h-attn-rank | 20.78 | No | Hierarchically-Attentive RNN for Album Summariza... | 2017-08-09 | - |