Metric: B4 (higher is better)
| # | Model↕ | B4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PaLI | 39.98 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 2 | GIT2, Single Model | 38.95 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 3 | CoCa - Google Brain | 38.92 | No | - | - | - |
| 4 | GIT, Single Model | 38.44 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 5 | Microsoft Cognitive Services team | 36.31 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | Single Model | 33.74 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 7 | FudanFVL | 33.46 | No | - | - | - |
| 8 | FudanWYZ | 32.72 | No | - | - | - |
| 9 | firethehole | 31.42 | No | - | - | - |
| 10 | IEDA-LAB | 30.78 | No | - | - | - |
| 11 | MD | 29.96 | No | - | - | - |
| 12 | vll@mk514 | 29 | No | - | - | - |
| 13 | VinVL (Microsoft Cognitive Services + MSR) | 27.97 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 14 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 27.94 | No | - | - | - |
| 15 | icgp2ssi1_coco_si_0.02_5_test | 25.85 | No | - | - | - |
| 16 | camel XE | 25.06 | No | - | - | - |
| 17 | evertyhing | 24.8 | No | - | - | - |
| 18 | RCAL | 22.56 | No | - | - | - |
| 19 | Oscar | 22.37 | No | - | - | - |
| 20 | vinvl_yuan_cbs | 21.53 | No | - | - | - |
| 21 | MQ-UpDown-C | 21 | No | - | - | - |
| 22 | cxy_nocaps_training | 20.97 | No | - | - | - |
| 23 | Xinyi | 20.72 | No | - | - | - |
| 24 | nocaps_training | 20.49 | No | - | - | - |
| 25 | UpDown | 20.49 | No | - | - | - |
| 26 | Human | 19.85 | No | - | - | - |
| 27 | UpDown + ELMo + CBS | 19.85 | No | - | - | - |
| 28 | 7_10-7_40000_predict_test.json | 18.95 | No | - | - | - |
| 29 | B2 | 18.79 | No | - | - | - |
| 30 | None | 18.04 | No | - | - | - |
| 31 | area_attention | 17.49 | No | - | - | - |
| 32 | YX | 17.28 | No | - | - | - |
| 33 | coco_all_19 | 16.14 | No | - | - | - |
| 34 | Neural Baby Talk | 15.99 | No | - | - | - |
| 35 | Neural Baby Talk + CBS | 13.85 | No | - | - | - |
| 36 | Yu-Wu | 12.6 | No | - | - | - |
| 37 | CS395T | 12.11 | No | - | - | - |