| # VGI-Bench | Data | |
| [](https://arxiv.org/abs/2608.19583) [](https://hexuan21.github.io/VGI-Bench/) | |
| This repository holds the **data** of VGI-Bench, in two subtrees: | |
| - `bench_data/` -- the benchmark itself: 27 tasks, each at 3 | |
| difficulty levels (`lv1`/`lv2`/`lv3`) with 10 instances for each level, where | |
| an instance pairs an input image (16:9 -- also the first frame for video | |
| models) with a text prompt. 16 of the tasks additionally ship an | |
| image-generation prompt, the rest being video-only, and every task comes with | |
| the rubric and completeness specs used for the VLM-as-judge evaluation. | |
| - `eval_res/` -- the raw generations every evaluated model produced on those | |
| instances, plus the 640px previews the project page streams. | |
| ``` | |
| bench_data/<task>/ | |
| input_image/lv{1,2,3}/<task>_lv<N>_<id>.png input image = first frame | |
| prompt/video_gen_prompt/ prompt for video-gen models | |
| prompt/image_gen_prompt/ prompt for image-gen models / UMM (optional) | |
| judge_spec/_judge_rubric_<task>.json VLM-as-judge checklist | |
| judge_spec/_completeness_judge.txt completeness scale (0 / 1 / 2) | |
| eval_res/ | |
| video_model_res/<model>/<task>/<task>_<lv>_<id>.mp4 | |
| image_model_res/<model>/<task>/<task>_<lv>_<id>.png | |
| _preview/... 640px previews | |
| ``` | |