Open access
Aug 2026
Multi-level violence recognition via hybrid convolutional-attention and recurrent architectures
Experimental findings indicate that the hierarchical integration of convolutional and recurrent layers with attention significantly improves recognition accuracy while maintaining a computationally lightweight architecture suitable for near-real-time deployment.
Manoj Kumar, Birendra Kumar Verma, Sukhendra Singh et al.
· Scientific Reports · 0 citations