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violence-dataset

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Tags:
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violence-detection
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Add violence detection dataset

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  1. .gitattributes +3 -0
  2. README.md +74 -0
  3. Real Life Violence Dataset/NonViolence/NV_1.mp4 +3 -0
  4. Real Life Violence Dataset/NonViolence/NV_10.mp4 +3 -0
  5. Real Life Violence Dataset/NonViolence/NV_100.mp4 +3 -0
  6. Real Life Violence Dataset/NonViolence/NV_1000.mp4 +3 -0
  7. Real Life Violence Dataset/NonViolence/NV_101.mp4 +3 -0
  8. Real Life Violence Dataset/NonViolence/NV_102.mp4 +3 -0
  9. Real Life Violence Dataset/NonViolence/NV_103.mp4 +3 -0
  10. Real Life Violence Dataset/NonViolence/NV_104.mp4 +3 -0
  11. Real Life Violence Dataset/NonViolence/NV_105.mp4 +3 -0
  12. Real Life Violence Dataset/NonViolence/NV_106.mp4 +3 -0
  13. Real Life Violence Dataset/NonViolence/NV_107.mp4 +3 -0
  14. Real Life Violence Dataset/NonViolence/NV_108.mp4 +3 -0
  15. Real Life Violence Dataset/NonViolence/NV_109.mp4 +3 -0
  16. Real Life Violence Dataset/NonViolence/NV_11.mp4 +3 -0
  17. Real Life Violence Dataset/NonViolence/NV_110.mp4 +3 -0
  18. Real Life Violence Dataset/NonViolence/NV_111.mp4 +3 -0
  19. Real Life Violence Dataset/NonViolence/NV_112.mp4 +3 -0
  20. Real Life Violence Dataset/NonViolence/NV_113.mp4 +3 -0
  21. Real Life Violence Dataset/NonViolence/NV_114.mp4 +3 -0
  22. Real Life Violence Dataset/NonViolence/NV_115.mp4 +3 -0
  23. Real Life Violence Dataset/NonViolence/NV_116.mp4 +3 -0
  24. Real Life Violence Dataset/NonViolence/NV_117.mp4 +3 -0
  25. Real Life Violence Dataset/NonViolence/NV_118.mp4 +3 -0
  26. Real Life Violence Dataset/NonViolence/NV_119.mp4 +3 -0
  27. Real Life Violence Dataset/NonViolence/NV_12.mp4 +3 -0
  28. Real Life Violence Dataset/NonViolence/NV_120.mp4 +3 -0
  29. Real Life Violence Dataset/NonViolence/NV_121.mp4 +3 -0
  30. Real Life Violence Dataset/NonViolence/NV_122.mp4 +3 -0
  31. Real Life Violence Dataset/NonViolence/NV_123.mp4 +3 -0
  32. Real Life Violence Dataset/NonViolence/NV_124.mp4 +3 -0
  33. Real Life Violence Dataset/NonViolence/NV_125.mp4 +3 -0
  34. Real Life Violence Dataset/NonViolence/NV_126.mp4 +3 -0
  35. Real Life Violence Dataset/NonViolence/NV_127.mp4 +3 -0
  36. Real Life Violence Dataset/NonViolence/NV_128.mp4 +3 -0
  37. Real Life Violence Dataset/NonViolence/NV_129.mp4 +3 -0
  38. Real Life Violence Dataset/NonViolence/NV_13.mp4 +3 -0
  39. Real Life Violence Dataset/NonViolence/NV_130.mp4 +3 -0
  40. Real Life Violence Dataset/NonViolence/NV_131.mp4 +3 -0
  41. Real Life Violence Dataset/NonViolence/NV_132.mp4 +3 -0
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  48. Real Life Violence Dataset/NonViolence/NV_139.mp4 +3 -0
  49. Real Life Violence Dataset/NonViolence/NV_14.mp4 +3 -0
  50. Real Life Violence Dataset/NonViolence/NV_140.mp4 +3 -0
.gitattributes CHANGED
@@ -57,3 +57,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ *.avi filter=lfs diff=lfs merge=lfs -text
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+ *.mov filter=lfs diff=lfs merge=lfs -text
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+ *.mkv filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ language: en
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+ license: apache-2.0 # Or choose another appropriate license
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+ tags:
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+ - video-classification
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+ - violence-detection
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+ ---
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+
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+ # Real Life Violence Detection Dataset
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+
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+ This repository contains the "Real Life Violence Dataset" used for training video violence detection models, along with preprocessed versions.
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+
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+ **Associated Model:** [ross-dev/violence-transformer](https://huggingface.co/ross-dev/violence-transformer)
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+ **Original Code Repository:** [ross-sec/violence-transformer](https://github.com/ross-sec/violence-transformer)
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+
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+ ## Dataset Description
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+
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+ The dataset consists of video clips categorized into two classes: "Violence" and "NonViolence". It includes real-world scenarios. Due to the nature of the content, user discretion is advised.
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+
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+ ## Dataset Structure
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+
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+ This repository contains two main ways to access the data:
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+
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+ 1. **Raw Video Files:**
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+ * `Real Life Violence Dataset/Violence/`: Contains `.mp4`, `.avi`, etc., files depicting violent scenarios.
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+ * `Real Life Violence Dataset/NonViolence/`: Contains `.mp4`, `.avi`, etc., files depicting non-violent scenarios.
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+
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+ 2. **Preprocessed NumPy Arrays:**
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+ * `features.npy`: A NumPy array containing sequences of preprocessed frames. Shape: `(num_videos, sequence_length, height, width, channels)`.
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+ * `labels.npy`: A NumPy array containing the corresponding labels (0 for NonViolence, 1 for Violence). Shape: `(num_videos,)`.
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+ * `video_files_paths.npy` (Optional): May contain paths to the original video files corresponding to the features/labels.
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+
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+ ## Preprocessing (for `.npy` files)
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+
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+ The `features.npy` and `labels.npy` files were generated using the `DatasetCreator` class within the associated model's training script (`train_transformer.py`). The process involves:
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+
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+ * Extracting `SEQUENCE_LENGTH` (e.g., 16) frames evenly spaced throughout each video.
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+ * Resizing each frame to `IMAGE_HEIGHT` x `IMAGE_WIDTH` (e.g., 64x64).
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+ * Normalizing pixel values to the range [0, 1].
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+ * Skipping videos that couldn't be processed or didn't have enough frames.
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+
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+ Refer to the `DatasetCreator.frames_extraction` method in the [code repository](https://github.com/ross-sec/violence-transformer/blob/main/train_transformer.py) for the exact implementation details.
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+
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+ ## How to Use
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+
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+ * **With Raw Videos:** You can directly load and process the video files from the `Real Life Violence Dataset/` subdirectories using libraries like OpenCV or PyAV for custom preprocessing pipelines.
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+ * **With Preprocessed Features:** Load the `.npy` files using NumPy:
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+ ```python
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+ import numpy as np
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+
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+ features = np.load("features.npy")
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+ labels = np.load("labels.npy")
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+
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+ print("Features shape:", features.shape)
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+ print("Labels shape:", labels.shape)
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+ ```
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+ These arrays can be directly used to create PyTorch or TensorFlow datasets for training models like the associated `VideoTransformer`.
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+
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+ ## Citation Information
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+
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+ Please cite the original source of the "Real Life Violence Dataset" if known. If using the preprocessing script or the models from the associated repository, please cite:
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+
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+ ```bibtex
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+ @misc{violence_transformer_2025,
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+ author = {Andre Ross},
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+ title = {Video Violence Detection Models (MobBiLSTM & Transformer)},
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+ year = {2025},
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+ published = {https://github.com/ross-sec/violence-transformer}
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+ }
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+ ```
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+
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+ ## Disclaimer
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+
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+ The creators of this repository and the associated models are not responsible for the misuse of this dataset. User discretion is strongly advised when working with this data.
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