Metric: ROUGE-L (higher is better)
| # | Model↕ | ROUGE-L▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PaLI | 64.39 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 2 | GIT, Single Model | 64.02 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 3 | GIT2, Single Model | 63.82 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 63.12 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 62.48 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | Single Model | 61.01 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 7 | FudanFVL | 60.52 | No | - | - | - |
| 8 | IEDA-LAB | 60.07 | No | - | - | - |
| 9 | vll@mk514 | 59.75 | No | - | - | - |
| 10 | FudanWYZ | 59.67 | No | - | - | - |
| 11 | MD | 59.67 | No | - | - | - |
| 12 | firethehole | 59.54 | No | - | - | - |
| 13 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 58.62 | No | - | - | - |
| 14 | VinVL (Microsoft Cognitive Services + MSR) | 58.54 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 15 | camel XE | 56.84 | No | - | - | - |
| 16 | RCAL | 56.76 | No | - | - | - |
| 17 | icgp2ssi1_coco_si_0.02_5_test | 56.4 | No | - | - | - |
| 18 | Oscar | 55.91 | No | - | - | - |
| 19 | evertyhing | 55.88 | No | - | - | - |
| 20 | MQ-UpDown-C | 55.25 | No | - | - | - |
| 21 | cxy_nocaps_training | 55.06 | No | - | - | - |
| 22 | 作者给的test文件 | 55.06 | No | - | - | - |
| 23 | Xinyi | 55.03 | No | - | - | - |
| 24 | UpDown | 54.42 | No | - | - | - |
| 25 | nocaps_training | 54.42 | No | - | - | - |
| 26 | UpDown + ELMo + CBS | 53.98 | No | - | - | - |
| 27 | B2 | 53.49 | No | - | - | - |
| 28 | Human | 53.47 | No | - | - | - |
| 29 | YX | 53.22 | No | - | - | - |
| 30 | area_attention | 52.53 | No | - | - | - |
| 31 | 7_10-7_40000_predict_test.json | 52.44 | No | - | - | - |
| 32 | None | 52.26 | No | - | - | - |
| 33 | Neural Baby Talk | 51.42 | No | - | - | - |
| 34 | Neural Baby Talk + CBS | 50.84 | No | - | - | - |
| 35 | coco_all_19 | 50.53 | No | - | - | - |
| 36 | Yu-Wu | 49.64 | No | - | - | - |
| 37 | CS395T | 49.05 | No | - | - | - |