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license: mit
task_categories:
- video-classification
tags:
- anomaly-detection
- skeleton
- diffusion-model
---
# FG-Diff: Frequency-Guided Diffusion Model for Skeleton-Based Video Anomaly Detection
This repository contains the pre-processed skeleton trajectory datasets and model checkpoints for **FG-Diff**.
📄 **Paper**: [arXiv:2412.03044](https://arxiv.org/abs/2412.03044)
💻 **Code**: [GitHub](https://github.com/Xiaofeng-Tan/FGDMAD-Code)
🌐 **Project Page**: [https://xiaofeng-tan.github.io/projects/FG-Diff/](https://xiaofeng-tan.github.io/projects/FG-Diff/)
## Citation
```bibtex
@article{tan2024fgdiff,
title={FG-Diff: Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection},
author={Tan, Xiaofeng and Wang, Hongsong and Geng, Xin and Wang, Liang},
journal={arXiv preprint arXiv:2412.03044},
year={2024}
}
```
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