---
annotations_creators:
- synthetic 
language_creators:
- no-annotation
language:
- en
license:
- other
multilinguality:
- monolingual
pretty_name: Synthetic Reasoning Dataset
size_categories:
- n<1K
source_datasets:
- original
task_categories:
- video-classification
task_ids:
- multi-class-image-classification
paperswithcode_id: null
---

## License

**License:** Other – Mixamo Restricted License (evaluation only, no ML training)

This dataset incorporates animations from [Adobe Mixamo](https://helpx.adobe.com/legal/product-and-services/mixamo.html).  
Mixamo’s license prohibits using its assets for training machine learning models.  

Accordingly:

- ✅ You may use this dataset for **evaluation, benchmarking, and non-commercial research**.  
- ❌ You may **not** use this dataset to **train machine learning models** or to create derivative datasets for training.  
- All rights to the underlying animations remain with Adobe.  

See the included `LICENSE-Mixamo.txt` for details.

---

## Usage

This dataset is intended **for benchmarking only**.  
It should not be used to train models due to Mixamo’s licensing restrictions.

Example use cases:
- Evaluating action recognition models (e.g., distinguishing Fighting vs. Dancing vs. Idle).  
- Studying spatial reasoning in videos (Experiment 2).  
- Testing models on trajectory understanding and viewpoint variation (Experiment 3).  

Do **not** use this dataset as training data. If you require a trainable dataset, you must substitute animations that are licensed for ML use.

For testing with vision-LLMs see our [GitHub repo](https://github.com/pascalbenschopTU/VLLM_AnomalyRecognition).