Image Captioning on COCO average 2014/2017 (test)
42.17CIDErVISE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VISEModel Scale=Qwen3-VL-32B-Instruct2026.06 | 42.17 | 31.02 | 51.23 | |
| VisionZero-RWModel Scale=Qwen3-VL-32B-Instruct2026.06 | 41.21 | 30.94 | 51.08 | |
| VisionZero (Chart)Model Scale=Qwen3-VL-32B-Instruct2026.06 | 39.82 | 30.81 | 50.88 | |
| VISEModel Scale=Qwen3-VL-4B-Instruct2026.06 | 39.65 | 29.52 | 46.91 | |
| VisionZero (CLEVR)Model Scale=Qwen3-VL-32B-Instruct2026.06 | 38.74 | 30.62 | 50.94 | |
| VISEModel Scale=Qwen3-VL-8B-Instruct2026.06 | 38.49 | 28.93 | 46.31 | |
| VISEModel Scale=Qwen3-VL-2B-Instruct2026.06 | 38.39 | 27.42 | 45.86 | |
| iReasonerModel Scale=Qwen3-VL-32B-Instruct2026.06 | 37.62 | 30.48 | 50.61 | |
| VisionZero-RWModel Scale=Qwen3-VL-8B-Instruct2026.06 | 37.42 | 28.71 | 46.24 | |
| VisionZero (Chart)Model Scale=Qwen3-VL-8B-Instruct2026.06 | 36.12 | 28.62 | 46.21 | |
| VisPlayModel Scale=Qwen3-VL-32B-Instruct2026.06 | 35.01 | 30.01 | 49.79 | |
| VisionZero (CLEVR)Model Scale=Qwen3-VL-8B-Instruct2026.06 | 34.88 | 28.36 | 46.08 | |
| EvoLMMModel Scale=Qwen3-VL-32B-Instruct2026.06 | 34.01 | 29.63 | 49.92 | |
| BaseModel Scale=Qwen3-VL-32B-Instruct2026.06 | 33.45 | 29.72 | 49.85 | |
| iReasonerModel Scale=Qwen3-VL-8B-Instruct2026.06 | 33.26 | 28.04 | 45.67 | |
| VisionZero-RWModel Scale=Qwen3-VL-4B-Instruct2026.06 | 31.13 | 26.42 | 44.7 | |
| VisPlayModel Scale=Qwen3-VL-8B-Instruct2026.06 | 31.02 | 27.58 | 45.69 | |
| iReasonerModel Scale=Qwen3-VL-4B-Instruct2026.06 | 30.68 | 26.25 | 42.93 | |
| EvoLMMModel Scale=Qwen3-VL-4B-Instruct2026.06 | 30.53 | 26.12 | 42.87 | |
| EvoLMMModel Scale=Qwen3-VL-8B-Instruct2026.06 | 29.84 | 27.21 | 45.78 | |
| VisionZero (Chart)Model Scale=Qwen3-VL-4B-Instruct2026.06 | 29.11 | 26.21 | 43.22 | |
| BaseModel Scale=Qwen3-VL-8B-Instruct2026.06 | 29.01 | 27.25 | 45.72 | |
| VisPlayModel Scale=Qwen3-VL-4B-Instruct2026.06 | 28.59 | 26.41 | 44.1 | |
| BaseModel Scale=Qwen3-VL-4B-Instruct2026.06 | 27.35 | 26.2 | 42.95 | |
| VisionZero-RWModel Scale=Qwen3-VL-2B-Instruct2026.06 | 25.58 | 27.2 | 43.46 | |
| VisionZero (CLEVR)Model Scale=Qwen3-VL-4B-Instruct2026.06 | 24.69 | 26.15 | 42.92 | |
| VisPlayModel Scale=Qwen3-VL-2B-Instruct2026.06 | 23.85 | 26.61 | 42.65 | |
| VisionZero (CLEVR)Model Scale=Qwen3-VL-2B-Instruct2026.06 | 22.67 | 26.34 | 42.88 | |
| BaseModel Scale=Qwen3-VL-2B-Instruct2026.06 | 21.54 | 26.31 | 42.35 | |
| VisionZero (Chart)Model Scale=Qwen3-VL-2B-Instruct2026.06 | 21.47 | 26.96 | 43.1 | |
| iReasonerModel Scale=Qwen3-VL-2B-Instruct2026.06 | 20.93 | 26.75 | 41.59 | |
| EvoLMMModel Scale=Qwen3-VL-2B-Instruct2026.06 | 20.84 | 26.71 | 41.52 |