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video classification by KingTechnician

videomae-small-finetuned-kinetics-xd-violence-binary

A VideoMAE-Small model fine-tuned on XD-Violence, a multi-scene violence detection dataset covering realistic violent video clips from films and surveillance footage. The model performs binary video classification (violent/non-violent) using temporal self-supervised pre-training. VideoMAE's masked autoencoder approach requires fewer labelled examples than supervised-only baselines for video tasks.

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From the model card

Fields below are copied from the tags and counters on the HuggingFace repository KingTechnician/videomae-small-finetuned-kinetics-xd-violence-binary at our last fetch. They are set by the uploader, not verified by us; rows with no tag are omitted. How this page is made.

Publisher (HF namespace)
KingTechnician
Pipeline tag
video-classification
Library
Transformers
Weight formats
safetensors
License tag
cc-by-nc-4.0 — read the license file in the repo before relying on it
Lineage
Downloads (HF counter at last fetch)
391,007
Likes (HF counter at last fetch)
0
Model card
https://huggingface.co/KingTechnician/videomae-small-finetuned-kinetics-xd-violence-binary

Use cases

  • Automated violence detection in user-generated video content
  • Content moderation for video platforms before manual review
  • Pre-filtering video training datasets to remove violent content
  • Safety screening for video surveillance or broadcast content
  • Research baseline for temporal violence detection models

Pros

  • VideoMAE pre-training provides strong temporal features with limited labelled data
  • XD-Violence covers diverse violence scenarios beyond typical action recognition datasets
  • HuggingFace endpoints compatible; straightforward integration

Cons

  • Binary only; no nuanced violence category classification
  • 0 community likes; no independent published evaluation of this specific checkpoint
  • VideoMAE-Small may miss subtle violence cues requiring larger temporal context
  • No license specified; verify before commercial content moderation deployment

Tags

transformerssafetensorsvideomaevideo-classificationgenerated_from_trainerbase_model:MCG-NJU/videomae-small-finetuned-kineticsbase_model:finetune:MCG-NJU/videomae-small-finetuned-kineticslicense:cc-by-nc-4.0endpoints_compatibleregion:us