Datasets:

xentim
/

violence-detection-sample

license: other
license_name: xentim-sample-evaluation
license_link: https://xentim.com/datasets/violence-detection/licence.txt
pretty_name: Violence Detection Dataset Sample
task_categories:
  - video-classification
tags:
  - violence-detection
  - fight-detection
  - keypoints
  - skeleton
  - action-recognition
  - synthetic
  - cctv
  - computer-vision
size_categories:
  - n<1K
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Violence Detection Dataset v1.1: free sample

Free evaluation sample of a synthetic dataset for skeleton-based fight and violence detection in CCTV.

Synthetic data: no real people and no personal data.

What is in this sample

288 sequences from 24 simulated events
data/frames.parquet: one row per frame and camera
data/index.csv: one row per sequence
data/skeleton3d/: 3D skeletons
preview_videos/: short skeleton previews
00_OVERVIEW_*.mp4: overview of the sample
DATASHEET.md: full specification and known limits

This is skeleton data, with no RGB video.

Load it

import pandas as pd

index = pd.read_csv("data/index.csv")
frames = pd.read_parquet("data/frames.parquet")
print(index.head())

Full dataset

12,396 sequences, 3.17 million labelled frames, 2 to 6 people per event, 12 virtual cameras per event, multi-person keypoints, roles, actions, phases and contact events, 10 fight classes and 10 hard negative classes.

Commercial licence, from 3,000 EUR: Violence Detection Dataset

Licence

Free for internal evaluation only, see LICENSE.txt. Using it in a product needs a paid licence.

Questions or custom data: contact@xentim.com