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"The Investigation of violent photographs in electronic forensics circumstances might take a long time and be traumatising for electronic investigators. Artificial intelligence (AI) methods can help in automating the categorisation of violent visuals, and datasets like the Hollywood violent scenes dataset () can be utilized to aid the categorisatio