Flux AI: feature space projection

feature space projection Flux Artworks

3D comparison dashboard showing left traditional closed set detector with gray model mislabeling unknown threats as normal. Right side features open set system with blue model correctly triggering alerts for unknown threats. Central projection compares feature spaces of both models showcasing compact clustering versus separated hypersphere of open set. Performance metrics at the bottom showing FPR reducing from 32% to 6.7% and recall for unknown threats improving by 89%. Neo-Tokyo holographic UI style is used.

3D Comparison Dashboard of Cybersecurity Detection: Traditional vs Open Set Systems

Data Visualization
unknown threats
detection systems
Create a 3D comparison dashboard showing two vehicle models. Left model is a traditional closed-set detector in gray, mislabeling unknown threats as normal. Right model is an open-set system in blue, correctly alerting for unknown threats. Feature space comparison between compact clustering of the traditional model and the separated hypersphere of the open-set model is shown in the middle. Bottom displays performance metrics where FPR drops from 32% to 6.7% and Recall@Unknown improves by 89%. Visual style reflects Neo-Tokyo aesthetics.

3D Comparison Dashboard of Traditional and Open Set Threat Detection Models in Cybersecurity

Data Visualization
feature space projection
3D comparison