Metric: B3 (higher is better)
| # | Model↕ | B3▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PaLI | 58.99 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 2 | GIT2, Single Model | 58.9 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 3 | GIT, Single Model | 58.46 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 57.89 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 55.26 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | Single Model | 52.42 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 7 | FudanFVL | 51.95 | No | - | - | - |
| 8 | FudanWYZ | 50.9 | No | - | - | - |
| 9 | IEDA-LAB | 49.98 | No | - | - | - |
| 10 | firethehole | 49.39 | No | - | - | - |
| 11 | MD | 49.29 | No | - | - | - |
| 12 | vll@mk514 | 47.8 | No | - | - | - |
| 13 | VinVL (Microsoft Cognitive Services + MSR) | 47.02 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 14 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 46.72 | No | - | - | - |
| 15 | icgp2ssi1_coco_si_0.02_5_test | 43.59 | No | - | - | - |
| 16 | evertyhing | 42.87 | No | - | - | - |
| 17 | camel XE | 42.51 | No | - | - | - |
| 18 | vinvl_yuan_cbs | 41.07 | No | - | - | - |
| 19 | RCAL | 40.77 | No | - | - | - |
| 20 | Oscar | 40.65 | No | - | - | - |
| 21 | cxy_nocaps_training | 39.06 | No | - | - | - |
| 22 | Xinyi | 38.95 | No | - | - | - |
| 23 | MQ-UpDown-C | 38.29 | No | - | - | - |
| 24 | UpDown + ELMo + CBS | 37.04 | No | - | - | - |
| 25 | nocaps_training | 36.91 | No | - | - | - |
| 26 | UpDown | 36.91 | No | - | - | - |
| 27 | Human | 36.84 | No | - | - | - |
| 28 | B2 | 35.22 | No | - | - | - |
| 29 | 7_10-7_40000_predict_test.json | 34.59 | No | - | - | - |
| 30 | None | 33.49 | No | - | - | - |
| 31 | YX | 33.1 | No | - | - | - |
| 32 | area_attention | 32.94 | No | - | - | - |
| 33 | Neural Baby Talk | 32.37 | No | - | - | - |
| 34 | Neural Baby Talk + CBS | 30.66 | No | - | - | - |
| 35 | coco_all_19 | 30.26 | No | - | - | - |
| 36 | Yu-Wu | 26.85 | No | - | - | - |
| 37 | CS395T | 26.19 | No | - | - | - |