Metric: ROUGE-L (higher is better)
| # | Model↕ | ROUGE-L▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PaLI | 61.35 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 2 | GIT, Single Model | 60.96 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 3 | GIT2, Single Model | 60.91 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 60.57 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 57.57 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | FudanFVL | 57.29 | No | - | - | - |
| 7 | Single Model | 56.69 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 8 | FudanWYZ | 56.41 | No | - | - | - |
| 9 | firethehole | 55.08 | No | - | - | - |
| 10 | IEDA-LAB | 55 | No | - | - | - |
| 11 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 52.86 | No | - | - | - |
| 12 | MD | 52.54 | No | - | - | - |
| 13 | vll@mk514 | 52.51 | No | - | - | - |
| 14 | VinVL (Microsoft Cognitive Services + MSR) | 51.99 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 15 | icgp2ssi1_coco_si_0.02_5_test | 51.75 | No | - | - | - |
| 16 | evertyhing | 51.54 | No | - | - | - |
| 17 | Human | 51.5 | No | - | - | - |
| 18 | Oscar | 50 | No | - | - | - |
| 19 | vinvl_yuan_cbs | 49.5 | No | - | - | - |
| 20 | camel XE | 48.85 | No | - | - | - |
| 21 | RCAL | 48.81 | No | - | - | - |
| 22 | UpDown-C | 48.6 | No | - | - | - |
| 23 | cxy_nocaps_training | 47.53 | No | - | - | - |
| 24 | Xinyi | 47.23 | No | - | - | - |
| 25 | UpDown + ELMo + CBS | 47.13 | No | - | - | - |
| 26 | 7_10-7_40000_predict_test.json | 45.72 | No | - | - | - |
| 27 | nocaps_training | 44.84 | No | - | - | - |
| 28 | UpDown | 44.84 | No | - | - | - |
| 29 | Neural Baby Talk + CBS | 44.47 | No | - | - | - |
| 30 | B2 | 44.37 | No | - | - | - |
| 31 | YX | 44.23 | No | - | - | - |
| 32 | Neural Baby Talk | 44.11 | No | - | - | - |
| 33 | area_attention | 43.59 | No | - | - | - |
| 34 | CS395T | 43.02 | No | - | - | - |
| 35 | Yu-Wu | 42.46 | No | - | - | - |
| 36 | coco_all_19 | 41.58 | No | - | - | - |
| 37 | Check | 31.57 | No | - | - | - |