Metric: ROUGE-L (higher is better)
| # | Model↕ | ROUGE-L▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PaLI | 63.99 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 2 | GIT2, Single Model | 63.66 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 3 | GIT, Single Model | 63.5 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 62.91 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 61.9 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | Single Model | 60.46 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 7 | FudanFVL | 60.34 | No | - | - | - |
| 8 | FudanWYZ | 59.8 | No | - | - | - |
| 9 | IEDA-LAB | 59.23 | No | - | - | - |
| 10 | firethehole | 58.83 | No | - | - | - |
| 11 | MD | 58.47 | No | - | - | - |
| 12 | vll@mk514 | 58.22 | No | - | - | - |
| 13 | VinVL (Microsoft Cognitive Services + MSR) | 57.95 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 14 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 57.34 | No | - | - | - |
| 15 | icgp2ssi1_coco_si_0.02_5_test | 55.63 | No | - | - | - |
| 16 | evertyhing | 55.37 | No | - | - | - |
| 17 | camel XE | 55.24 | No | - | - | - |
| 18 | Oscar | 54.78 | No | - | - | - |
| 19 | RCAL | 54.62 | No | - | - | - |
| 20 | vinvl_yuan_cbs | 54.52 | No | - | - | - |
| 21 | cxy_nocaps_training | 53.37 | No | - | - | - |
| 22 | Xinyi | 53.18 | No | - | - | - |
| 23 | MQ-UpDown-C | 53.15 | No | - | - | - |
| 24 | Human | 53.06 | No | - | - | - |
| 25 | UpDown + ELMo + CBS | 52.64 | No | - | - | - |
| 26 | nocaps_training | 51.84 | No | - | - | - |
| 27 | UpDown | 51.84 | No | - | - | - |
| 28 | 7_10-7_40000_predict_test.json | 51.23 | No | - | - | - |
| 29 | B2 | 50.77 | No | - | - | - |
| 30 | None | 50.53 | No | - | - | - |
| 31 | YX | 50 | No | - | - | - |
| 32 | area_attention | 49.79 | No | - | - | - |
| 33 | Neural Baby Talk | 49.63 | No | - | - | - |
| 34 | Neural Baby Talk + CBS | 49.45 | No | - | - | - |
| 35 | coco_all_19 | 48.61 | No | - | - | - |
| 36 | Yu-Wu | 47.13 | No | - | - | - |
| 37 | CS395T | 47.04 | No | - | - | - |