Metric: B4 (higher is better)
| # | Model↕ | B4▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CoCa - Google Brain | 37.71 | No | - | - | - |
| 2 | GIT, Single Model | 37.35 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 3 | Microsoft Cognitive Services team | 34.65 | No | Scaling Up Vision-Language Pre-training for Imag... | 2021-11-24 | - |
| 4 | Prismer | 33.66 | No | Prismer: A Vision-Language Model with Multi-Task... | 2023-03-04 | Code |
| 5 | Single Model | 32.2 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 6 | FudanFVL | 32.17 | No | - | - | - |
| 7 | FudanWYZ | 31.38 | No | - | - | - |
| 8 | firethehole | 30.2 | No | - | - | - |
| 9 | IEDA-LAB | 29.27 | No | - | - | - |
| 10 | MD | 28.2 | No | - | - | - |
| 11 | vll@mk514 | 27.32 | No | - | - | - |
| 12 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 26.52 | No | - | - | - |
| 13 | VinVL (Microsoft Cognitive Services + MSR) | 26.15 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 14 | icgp2ssi1_coco_si_0.02_5_test | 24.62 | No | - | - | - |
| 15 | evertyhing | 23.52 | No | - | - | - |
| 16 | camel XE | 23.48 | No | - | - | - |
| 17 | RCAL | 21.24 | No | - | - | - |
| 18 | Oscar | 21.02 | No | - | - | - |
| 19 | vinvl_yuan_cbs | 20.3 | No | - | - | - |
| 20 | MQ-UpDown-C | 20.11 | No | - | - | - |
| 21 | cxy_nocaps_training | 19.72 | No | - | - | - |
| 22 | Human | 19.48 | No | - | - | - |
| 23 | Xinyi | 19.43 | No | - | - | - |
| 24 | nocaps_training | 19.16 | No | - | - | - |
| 25 | UpDown | 19.16 | No | - | - | - |
| 26 | UpDown + ELMo + CBS | 18.41 | No | - | - | - |
| 27 | 7_10-7_40000_predict_test.json | 17.75 | No | - | - | - |
| 28 | B2 | 17.69 | No | - | - | - |
| 29 | None | 16.73 | No | - | - | - |
| 30 | area_attention | 16.48 | No | - | - | - |
| 31 | YX | 16.31 | No | - | - | - |
| 32 | coco_all_19 | 15.02 | No | - | - | - |
| 33 | Neural Baby Talk | 14.73 | No | - | - | - |
| 34 | Neural Baby Talk + CBS | 12.88 | No | - | - | - |
| 35 | Yu-Wu | 11.96 | No | - | - | - |
| 36 | CS395T | 11.72 | No | - | - | - |