Metric: CIDEr (higher is better)
| # | Model↕ | CIDEr▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GIT2, Single Model | 125.51 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 2 | PaLI | 124.35 | No | PaLI: A Jointly-Scaled Multilingual Language-Ima... | 2022-09-14 | Code |
| 3 | GIT, Single Model | 123.92 | No | GIT: A Generative Image-to-text Transformer for ... | 2022-05-27 | Code |
| 4 | CoCa - Google Brain | 120.73 | No | - | - | - |
| 5 | Microsoft Cognitive Services team | 115.54 | No | VIVO: Visual Vocabulary Pre-Training for Novel O... | 2020-09-28 | - |
| 6 | Single Model | 110.76 | No | SimVLM: Simple Visual Language Model Pretraining... | 2021-08-24 | Code |
| 7 | FudanFVL | 109.33 | No | - | - | - |
| 8 | FudanWYZ | 108.04 | No | - | - | - |
| 9 | IEDA-LAB | 100.15 | No | - | - | - |
| 10 | firethehole | 99.51 | No | - | - | - |
| 11 | MD | 95.73 | No | - | - | - |
| 12 | vll@mk514 | 95.69 | No | - | - | - |
| 13 | VinVL (Microsoft Cognitive Services + MSR) | 95.16 | No | VinVL: Revisiting Visual Representations in Visi... | 2021-01-02 | Code |
| 14 | ViTCAP-CIDEr-136.7-ENC-DEC-ViTbfocal10-test-CBS | 89.87 | No | - | - | - |
| 15 | icgp2ssi1_coco_si_0.02_5_test | 87.41 | No | - | - | - |
| 16 | evertyhing | 85.89 | No | - | - | - |
| 17 | Human | 84.58 | No | - | - | - |
| 18 | RCAL | 84 | No | - | - | - |
| 19 | Oscar | 82.07 | No | - | - | - |
| 20 | vinvl_yuan_cbs | 80.21 | No | - | - | - |
| 21 | cxy_nocaps_training | 79.72 | No | - | - | - |
| 22 | Xinyi | 79.44 | No | - | - | - |
| 23 | camel XE | 79.14 | No | - | - | - |
| 24 | MQ-UpDown-C | 76.34 | No | - | - | - |
| 25 | UpDown + ELMo + CBS | 74.2 | No | - | - | - |
| 26 | ClipCap (MLP + GPT2 tuning) | 67.69 | No | ClipCap: CLIP Prefix for Image Captioning | 2021-11-18 | Code |
| 27 | ClipCap (Transformer) | 66.82 | No | ClipCap: CLIP Prefix for Image Captioning | 2021-11-18 | Code |
| 28 | 7_10-7_40000_predict_test.json | 63.96 | No | - | - | - |
| 29 | Neural Baby Talk + CBS | 61.98 | No | - | - | - |
| 30 | None | 58.5 | No | - | - | - |
| 31 | nocaps_training | 56.85 | No | - | - | - |
| 32 | UpDown | 56.85 | No | - | - | - |
| 33 | Neural Baby Talk | 53.21 | No | - | - | - |
| 34 | YX | 51.16 | No | - | - | - |
| 35 | area_attention | 50.34 | No | - | - | - |
| 36 | B2 | 49.62 | No | - | - | - |
| 37 | coco_all_19 | 47.53 | No | - | - | - |
| 38 | Yu-Wu | 46.64 | No | - | - | - |
| 39 | CS395T | 40.45 | No | - | - | - |