Metric: B3 (higher is better)
| # | Model↕ | B3▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GIT, Single Model | 52.66 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 2 | PaLI | 52.63 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 3 | GIT2, Single Model | 52.36 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 52.13 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 45.58 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | FudanFVL | 45.26 | No | - | - | - |
| 7 | Single Model | 44.38 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 8 | FudanWYZ | 43.58 | No | - | - | - |
| 9 | firethehole | 41.58 | No | - | - | - |
| 10 | IEDA-LAB | 40.14 | No | - | - | - |
| 11 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 36.37 | No | - | - | - |
| 12 | MD | 36.13 | No | - | - | - |
| 13 | vll@mk514 | 35.99 | No | - | - | - |
| 14 | icgp2ssi1_coco_si_0.02_5_test | 35.94 | No | - | - | - |
| 15 | evertyhing | 34.53 | No | - | - | - |
| 16 | VinVL (Microsoft Cognitive Services + MSR) | 34.02 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 17 | Human | 33.51 | No | - | - | - |
| 18 | camel XE | 29.44 | No | - | - | - |
| 19 | vinvl_yuan_cbs | 29.34 | No | - | - | - |
| 20 | Oscar | 28.88 | No | - | - | - |
| 21 | UpDown-C | 28.32 | No | - | - | - |
| 22 | RCAL | 28.26 | No | - | - | - |
| 23 | cxy_nocaps_training | 27.58 | No | - | - | - |
| 24 | Xinyi | 27.18 | No | - | - | - |
| 25 | UpDown + ELMo + CBS | 25.77 | No | - | - | - |
| 26 | 7_10-7_40000_predict_test.json | 24.58 | No | - | - | - |
| 27 | nocaps_training | 24.23 | No | - | - | - |
| 28 | UpDown | 24.23 | No | - | - | - |
| 29 | B2 | 23.82 | No | - | - | - |
| 30 | area_attention | 21.71 | No | - | - | - |
| 31 | Neural Baby Talk | 21.48 | No | - | - | - |
| 32 | Neural Baby Talk + CBS | 21.16 | No | - | - | - |
| 33 | YX | 21.15 | No | - | - | - |
| 34 | CS395T | 19.99 | No | - | - | - |
| 35 | coco_all_19 | 18.45 | No | - | - | - |
| 36 | Yu-Wu | 17.19 | No | - | - | - |
| 37 | Check | 7.41 | No | - | - | - |