CASIA OpenIR  > 脑图谱与类脑智能实验室  > 类脑认知计算
Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
Dong, Yiting1,3,4; Li, Yang2,3,4; Zhao, Dongcheng3,4; Shen, Guobin1,3,4; Zeng, Yi1,2,3,4
2024
Conference NameAdvances in Neural Information Processing Systems
Conference Date2023-12-14
Conference PlaceNew Orleans
Abstract

The prevalence of violence in daily life poses significant threats to individuals' physical and mental well-being. Using surveillance cameras in public spaces has proven effective in proactively deterring and preventing such incidents. However, concerns regarding privacy invasion have emerged due to their widespread deployment.To address the problem, we leverage Dynamic Vision Sensors (DVS) cameras to detect violent incidents and preserve privacy since it captures pixel brightness variations instead of static imagery. We introduce the Bullying10K dataset, encompassing various actions, complex movements, and occlusions from real-life scenarios. It provides three benchmarks for evaluating different tasks: action recognition, temporal action localization, and pose estimation. With 10,000 event segments, totaling 12 billion events and 255 GB of data, Bullying10K contributes significantly by balancing violence detection and personal privacy persevering. And it also poses a challenge to the neuromorphic dataset. It will serve as a valuable resource for training and developing privacy-protecting video systems. The Bullying10K opens new possibilities for innovative approaches in these domains.

Indexed ByEI
Sub direction classification类脑模型与计算
planning direction of the national heavy laboratory认知机理与类脑学习
Paper associated data
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/57240
Collection脑图谱与类脑智能实验室_类脑认知计算
Corresponding AuthorZeng, Yi
Affiliation1.School of Future Technology, University of Chinese Academy of Sciences
2.School of Artificial Intelligence, University of Chinese Academy of Sciences
3.Brain-inspired Cognitive Intelligence Lab, Institute of Automation, Chinese Academy of Sciences
4.Center for Long-term Artificial Intelligence
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Dong, Yiting,Li, Yang,Zhao, Dongcheng,et al. Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition[C],2024.
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