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license: cc-by-4.0 |
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CCTV Aggressive Poses & Fight Detection Dataset |
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This dataset contains synthetic images of aggressive behaviors and fighting poses from CCTV angles. |
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It is pre-labeled with YOLOv8 Pose Estimation format (Bounding Box + 17 Keypoints). |
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The dataset consists of high-quality, synthetic images designed to help train models to detect violence, anomalies, aggression and pre-fight cues in public spaces. |
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Need more data? This is a curated sample (~100 frames) created by Simuletic. For our full enterprise dataset with diverse environments, multi-person combat scenarios, and evaluation videos, contact Simuletic at https://simuletic.com. |
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Key Features |
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Task: Aggressive Pose Estimation & Fight Detection. |
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Annotations: YOLOv8 Pose Format. Includes Bounding Boxes + 17-point Skeleton Keypoints (COCO format) for precise body language analysis. |
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Perspective: High-angle CCTV views (often the hardest angle for standard models). |
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Privacy-First: Fully synthetic data, eliminating GDPR/privacy concerns associated with real surveillance footage. |
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Dataset Structure |
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images/: Folder containing high-quality .jpg frames (e.g., aggressive_pose_1.jpg). |
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labels/: Folder with YOLO Pose .txt files. |
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Format: class_id x_c y_c w h kx1 ky1 v1 kx2 ky2 v2 … (Standard YOLO Pose). |
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data.yaml: Configuration file ready for training. |
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Quick Start (data.yaml) |
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We have included a data.yaml file in the root. You can start training immediately with Ultralytics YOLOv8: |
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YAML |
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path: . # Update to your local path |
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train: images |
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val: images # Using same set for sample purposes |
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Keypoints shape (17 points, x/y/visibility) |
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Ethics and Limitations |
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Synthetic Nature: This is fully synthetic data—no real individuals or events are depicted. |
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Intended Use: For ethical use in public safety research, security automation, and anomaly detection. Do not use for harmful surveillance or profiling. |
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Bias & Validation: While synthetic data reduces privacy bias, real-world validation is recommended for production systems. |
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License |
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This dataset is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). You are free to share and adapt it, provided you give appropriate credit to Simuletic. |
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Citation |
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If you use this dataset in your research or project, please cite: |
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@dataset{simuletic_fight_detection_2025, |
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author = {Simuletic Team}, |
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title = {Simuletic Synthetic Aggressive Pose & Fight Detection Dataset}, |
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year = {2025}, |
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publisher = {Simuletic}, |
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url = {https://simuletic.com} |
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} |
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Links |
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Website & Custom Data: https://simuletic.com |
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Feedback or questions: Reach out via our website or open an issue here. |
