Figure 10
A vertical bar graph shows accuracy loss across D L models, with the proposed C N N dash L S T M lowest.The vertical axis is labeled “Accuracy Loss” and ranges from 0.00 percent to 14.00 percent, in increments of 2.00 percent. The horizontal axis is labeled “D I Models” and lists categories: “C N N-B R S”, “Bays-C N N”, “C N N-W R S”, “Cybernet”, and “Proposed C N N-L S T M Model”. The numerical values are written at the top of each bar. The data for the bars are as follows: C N N-B R S: 8.12 percent. Bays-C N N: 11.64 percent. C N N-W R S: 11.76 percent. Cybernet: 6.85 percent. Proposed C N N-L S T M Model: 1.96 percent.

Comparative decrease in classification accuracy across DL models on SDN-DDoS2025 relative to CIC-DDoS2019. Source: Created by the authors

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