Metric: B3 (higher is better)
| # | Model↕ | B3▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GIT, Single Model | 57.68 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 2 | CoCa - Google Brain | 56.88 | No | - | - | - |
| 3 | Microsoft Cognitive Services team | 53.62 | No | Scaling Up Vision-Language Pre-training for Imag... | 2021-11-24 | - |
| 4 | Prismer | 52.48 | No | Prismer: A Vision-Language Model with Multi-Task... | 2023-03-04 | Code |
| 5 | Single Model | 51.06 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 6 | FudanFVL | 50.84 | No | - | - | - |
| 7 | FudanWYZ | 49.58 | No | - | - | - |
| 8 | IEDA-LAB | 48.41 | No | - | - | - |
| 9 | firethehole | 48.14 | No | - | - | - |
| 10 | MD | 47.18 | No | - | - | - |
| 11 | vll@mk514 | 46.13 | No | - | - | - |
| 12 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 45.26 | No | - | - | - |
| 13 | VinVL (Microsoft Cognitive Services + MSR) | 45.04 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 14 | icgp2ssi1_coco_si_0.02_5_test | 42.36 | No | - | - | - |
| 15 | evertyhing | 41.52 | No | - | - | - |
| 16 | camel XE | 40.68 | No | - | - | - |
| 17 | vinvl_yuan_cbs | 39.5 | No | - | - | - |
| 18 | RCAL | 39.11 | No | - | - | - |
| 19 | Oscar | 38.83 | No | - | - | - |
| 20 | cxy_nocaps_training | 37.56 | No | - | - | - |
| 21 | Xinyi | 37.39 | No | - | - | - |
| 22 | MQ-UpDown-C | 36.93 | No | - | - | - |
| 23 | Human | 36.37 | No | - | - | - |
| 24 | UpDown + ELMo + CBS | 35.39 | No | - | - | - |
| 25 | nocaps_training | 35.23 | No | - | - | - |
| 26 | UpDown | 35.23 | No | - | - | - |
| 27 | B2 | 33.88 | No | - | - | - |
| 28 | 7_10-7_40000_predict_test.json | 33.22 | No | - | - | - |
| 29 | YX | 31.74 | No | - | - | - |
| 30 | None | 31.7 | No | - | - | - |
| 31 | area_attention | 31.62 | No | - | - | - |
| 32 | Neural Baby Talk | 30.83 | No | - | - | - |
| 33 | Neural Baby Talk + CBS | 29.35 | No | - | - | - |
| 34 | coco_all_19 | 28.64 | No | - | - | - |
| 35 | Yu-Wu | 25.76 | No | - | - | - |
| 36 | CS395T | 25.5 | No | - | - | - |