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Deep learning based content moderation from text, audio, video & image input modalities.
| Date | Stars |
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| 2026-08-18 | 406 |
| 2026-10-08 | 407 |
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| 2026-11-04 | 408 |
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# deep-learning-content-moderation
Various sources for deep learning based content moderation, sensitive content detection, scene genre classification, nudity detection, violence detection, substance detection from text, audio, video & image input modalities.
## citation
If you find this source useful, please consider citing it in your work as:
```bib
@inproceedings{akyon2026senben,
title={SenBen: Sensitive Scene Graphs for Explainable Content Moderation},
author={Akyon, Fatih Cagatay and Temizel, Alptekin},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
year={2026},
url={https://arxiv.org/abs/2604.08819}
}
```
```bib
@INPROCEEDINGS{10193621,
author={Akyon, Fatih Cagatay and Temizel, Alptekin},
booktitle={2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)},
title={State-of-the-Art in Nudity Classification: A Comparative Analysis},
year={2023},
pages={1-5},
keywords={Analytical models;Convolution;Conferences;Transfer learning;Benchmark testing;Transformers;Safety;content moderation;nudity detection;safety;transformers},
doi={10.1109/ICASSPW59220.2023.10193621}}
```
```bib
@article{akyon2022contentmoderation,
title={Deep Architectures for Content Moderation and Movie Content Rating},
author={Akyon, Fatih Cagatay and Temizel, Alptekin},
journal={arXiv},
doi={https://doi.org/10.48550/arXiv.2212.04533},
year={2022}
}
```
## table of contents
* [datasets](https://github.com/fcakyon/content-moderation-deep-learning#datasets)
* [movie and content moderation datasets](https://github.com/fcakyon/content-moderation-deep-learning#movie-and-content-moderation-datasets)
* [techniques](https://github.com/fcakyon/content-moderation-deep-learning#techniques)
* [sensitive content detection](https://github.com/fcakyon/content-moderation-deep-learning#sensitive-content-detection)
* [movie content rating](https://github.com/fcakyon/content-moderation-deep-learning#movie-content-rating)
* [content moderation](https://github.com/fcakyon/content-moderation-deep-learning#content-moderation)
* [animal cruelty and wildlife crime detection](https://github.com/fcakyon/content-moderation-deep-learning#animal-cruelty-and-wildlife-crime-detection)
* [movie/scene genre classification](https://github.com/fcakyon/content-moderation-deep-learning#movie/scene-genre-classification)
* [multimodal architectures](https://github.com/fcakyon/content-moderation-deep-learning#multimodal-architectures)
* [synchronous multimodal architectures](https://github.com/fcakyon/content-moderation-deep-learning#synchronous-multimodal-architectures)
* [asynchronous multimodal architectures](https://github.com/fcakyon/content-moderation-deep-learning#asynchronous-multimodal-architectures)
* [action recognition](https://github.com/fcakyon/content-moderation-deep-learning#action-recognition)
* [with transformers](https://github.com/fcakyon/content-moderation-deep-learning#with-transformers)
* [with 3D CNNs](https://github.com/fcakyon/content-moderation-deep-learning#with-3d-cnns)
* [contrastive representation learning](https://github.com/fcakyon/content-moderation-deep-learning#contrastive-representation-learning)
* [review papers](https://github.com/fcakyon/content-moderation-deep-learning#review-papers)
* [tools](https://github.com/fcakyon/content-moderation-deep-learning#tools)
## datasets
### movie and content moderation datasets
| name | paper | year | url | input modality | task | labels |
|--- |--- |--- |--- |--- |--- |--- |
| SenBen | [arxiv](https://arxiv.org/abs/2604.08819) | 2026 | [hf](https://huggingface.co/datasets/fcakyon/senben) | image | grounded scene graph generation, sensitive content classification | 16 sensitive content tags with grounded object boxes and scene captions over movie frames |
| LSPD | [pdf](https://inass.orgExcerpt of 33,925 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:1cb7502e44716e9d, topic:explainable-ai, topic:content-moderation, name:content moderation