Metric: BLEU-4 (higher is better)
| # | Model↕ | BLEU-4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HSGED(SLL) | 11.26 | No | - | - | - |
| 2 | SCST training, w/ rep. penalty | 10.58 | No | - | - | Code |
| 3 | IMAP | 10.29 | No | - | - | - |
| 4 | CAE-LSTM | 9.67 | No | Convolutional Auto-encoding of Sentence Topics f... | 2019-08-01 | - |
| 5 | Diverse and Coherent Paragraph Generation from Images | 9.43 | No | Diverse and Coherent Paragraph Generation from I... | 2018-09-03 | - |
| 6 | RTT-GAN (Semi + Fully) | 9.21 | No | Recurrent Topic-Transition GAN for Visual Paragr... | 2017-03-21 | - |
| 7 | Regions-Hierarchical (ours) | 8.69 | No | A Hierarchical Approach for Generating Descripti... | 2016-11-20 | Code |
| 8 | Dual-CNN | 8.6 | No | - | - | - |
| 9 | Depth-aware Attention Model (DAM) | 6.7 | No | - | - | - |
| 10 | IMG+LNG | 4.67 | No | - | - | - |