| --- |
| license: other |
| license_name: mixed-upstream-licenses |
| license_link: https://huggingface.co/datasets/royguw/vsg_eval#licensing |
| pretty_name: vsg_eval - video scene graph evaluation harness |
| task_categories: |
| - video-classification |
| - image-segmentation |
| tags: |
| - video-scene-graph |
| - evaluation |
| - panoptic-video-scene-graph |
| - llm-judge |
| size_categories: |
| - 10K<n<100K |
| --- |
| |
| # vsg_eval |
| |
| Evaluation harness, annotations and result dumps for video scene-graph work — the |
| measurement side of the [SVG2](https://github.com/uwGZQ/SVG2) pipeline. This is a working |
| research tree published as-is, not a packaged library. |
| |
| ## Contents |
| |
| | Path | What | |
| |---|---| |
| | `evaluate.py`, `metrics/`, `utils/` | the evaluation entry point and metric implementations | |
| | `annotations/` | evaluation annotations, including the PVSG set | |
| | `dataset_quality/` | dataset-quality study: demo renders and cached intermediates (the bulk of the files) | |
| | `toksel_eval/` | token-selection evaluation, including LLM-judge scripts (sync and Batch API) | |
| | `pipeline_eval/`, `sam2Pipe_eval/` | end-to-end pipeline evaluation runs | |
| | `eval_pvsg/`, `eval_1020/`, `eval_internvl3_1b/`, `eval_qwen2.5_baseline/` | result dumps per model/config | |
| | `OpenPVSG/` | OpenPVSG-derived evaluation code | |
| | `release_example/` | worked example | |
|
|
| ## Notes for anyone using this |
|
|
| - **Paths are absolute cluster paths.** Scripts reference a filesystem layout that will not |
| exist for you; expect to rewrite roots before anything runs. |
| - **API keys were removed.** The LLM-judge scripts under `toksel_eval/pvsg/` and |
| `annotations/pvsg/gpt_score.py` previously carried hardcoded OpenAI keys. Each now reads |
| `os.environ.get("OPENAI_API_KEY", "")` — export your own key to run them. |
| - **`dataset_quality/` is mostly cache.** ~48k files of demo renders and cached |
| intermediates from a quality study. Useful for inspecting what was measured; not required |
| to run an evaluation. |
| - No model weights here. See [`royguw/ft_qwen3_5`](https://huggingface.co/royguw/ft_qwen3_5) |
| for the baseline training code and |
| [`royguw/grounding-data`](https://huggingface.co/datasets/royguw/grounding-data) / |
| [`royguw/mm-olmo-images`](https://huggingface.co/datasets/royguw/mm-olmo-images) for data. |
| |
| ## Licensing |
| |
| Evaluation code and result dumps here are released for research use. Annotations and code |
| derived from upstream projects — OpenPVSG and the PVSG benchmark in particular — remain |
| under their original licenses, and evaluated model outputs are subject to the terms of the |
| models that produced them. Check the upstream license for any component you reuse. |
| |
