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Manoj Kumar

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Open access Aug 2026

Multi-level violence recognition via hybrid convolutional-attention and recurrent architectures

Violence recognition is an urgent need for real-time human activity identification in surveillance video streams, which is becoming more important in areas including public safety, law enforcement, and security monitoring. Even while visual understanding has come a long way, finding a balance between accuracy and spe...

Manoj Kumar, Birendra Kumar Verma, Sukhendra Singh et al. · 0 citations

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