Datasets:

royguw
/

vsg_eval

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 pipeline. This is a working research tree published as-is, not a packaged library.

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 for the baseline training code and royguw/grounding-data / 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.

vsg_eval

Contents

Notes for anyone using this

Licensing