Metric: B1 (higher is better)
| # | Model↕ | B1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GIT2, Single Model | 88.9 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 2 | PaLI | 88.57 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 3 | GIT, Single Model | 88.56 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 87.53 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 86.48 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | FudanFVL | 84.47 | No | - | - | - |
| 7 | Single Model | 84.36 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 8 | IEDA-LAB | 84.04 | No | - | - | - |
| 9 | FudanWYZ | 83.71 | No | - | - | - |
| 10 | MD | 83.58 | No | - | - | - |
| 11 | VinVL (Microsoft Cognitive Services + MSR) | 82.77 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 12 | vll@mk514 | 82.55 | No | - | - | - |
| 13 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 81.93 | No | - | - | - |
| 14 | firethehole | 81.62 | No | - | - | - |
| 15 | Oscar | 80.54 | No | - | - | - |
| 16 | vinvl_yuan_cbs | 80.24 | No | - | - | - |
| 17 | cxy_nocaps_training | 79.69 | No | - | - | - |
| 18 | evertyhing | 79.67 | No | - | - | - |
| 19 | icgp2ssi1_coco_si_0.02_5_test | 79.61 | No | - | - | - |
| 20 | Xinyi | 79.59 | No | - | - | - |
| 21 | RCAL | 79.21 | No | - | - | - |
| 22 | camel XE | 79.21 | No | - | - | - |
| 23 | MQ-UpDown-C | 77.76 | No | - | - | - |
| 24 | UpDown + ELMo + CBS | 77.68 | No | - | - | - |
| 25 | Human | 77.05 | No | - | - | - |
| 26 | nocaps_training | 75.25 | No | - | - | - |
| 27 | UpDown | 75.25 | No | - | - | - |
| 28 | Neural Baby Talk + CBS | 74.77 | No | - | - | - |
| 29 | B2 | 74.07 | No | - | - | - |
| 30 | YX | 73.73 | No | - | - | - |
| 31 | Neural Baby Talk | 73.69 | No | - | - | - |
| 32 | 7_10-7_40000_predict_test.json | 73.6 | No | - | - | - |
| 33 | area_attention | 73.19 | No | - | - | - |
| 34 | None | 72.91 | No | - | - | - |
| 35 | coco_all_19 | 70.84 | No | - | - | - |
| 36 | CS395T | 70.05 | No | - | - | - |
| 37 | Yu-Wu | 68.86 | No | - | - | - |