Correctly Alerting For Unknown Threats Generator

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.

Image shows helicopters and drones surrounding ground forces during a military operation.

Soldiers advance in formation on a dusty road.

Smoke billows in the background from the tactical engagement.

Technology highlights the coordination of air and ground units.

The image depicts an innovative autonomous flood monitoring and response system in action.

Various vessels navigate a wide river,

including a prominent autonomous boat at its center.

Drones and digital interfaces suggest high-tech data analysis for environmental monitoring.

The serene landscape is contrasted by the advanced technology,

emphasizing the harmony between nature and technology.

This visual showcases the future of disaster management and the importance of real-time data in responding to natural events.

An abstract image depicting a digital shield with a red lock symbol.

Background features a network of circuits and data streams.

The shield represents protection against hardware trojans,

reflecting modern cybersecurity themes.

A person wearing a red cap and black mask sits in front of a computer in dim lighting.

a person in a black hoodie attempting to open a door at night,

with interior lights visible from the window

A person in full protective gear addresses a group in a sterile room.

Emergency response team in uniform standing by an ambulance.

Scene depicts a city street environment showcasing readiness to respond by emergency services.

Helicopters and drones surround ground forces.

Smoke billows during the operation.

Soldiers stand in formation below.

Military vehicles or helicopters hover above.

Tactical gear worn by soldiers visible.

AI-Enhanced keyboard features a new red 'Defend' key.

Keyboard glows with alarm.

OLED display shows cyberattack runtime.

Security guard in uniform standing on duty in an urban setting.

Background shows blurred city environment with parked cars and buildings.

Emphasis on professionalism in security service.

Circuit board with smooth green signal flows and jagged red pulse signals.

Trojan section with danger symbols overlay.

Background features binary code and neural network nodes.

Style is cyberpunk with dark base and neon highlights.

A digital representation of hardware trojan detection.

Display a shield with a glowing padlock.

Circuit patterns surround the shield.

The image represents security and protection in technology.

High-detail visual comparison between integrated circuits.

Left side shows normal integrated circuit in blue tones with netlist structure labeled 'Normal Circuit'.

Right side features Trojan-infected circuit in red tones with hidden trigger module labeled 'Malicious Circuit (Trojan)'.

Sci-fi aesthetic,

cold background,

annotating differences with arrows and text.

Highlighted circuits reflect light to emphasize features.

Young man focused on online safety.

Displaying a VPN shield.

In front of a Pakistani flag with the PTA logo visible.

Representing privacy and security in digital context.

Web browser window shows messy and unclear suspicious content.

Alerts about mental scams in online payments.

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.

Illustration of anti-drone operations.

Steps show detection of drones via signals.

Information relayed to soldiers on the battlefield.

Drone position reported and shared.

Soldiers receive alerts about drone locations.

A sticky note displays a fact about Android vulnerabilities.

The note is bright yellow.

It is pinned with a red thumbtack.

The note has handwritten black text.

The text highlights vulnerabilities reported in 2024.

Flowchart showing Raspberry Pi setup for gas and humidity sensors.

Displays actions triggered by gas levels exceeding thresholds.

Includes beeping buzzer,

voice alerts,

and opening windows.

A riot police officer,

equipped with a helmet and tactical gear,

holds a walkie-talkie near green smoke,

standing against a graffiti-covered wall.

Heroic soldier stands on guard duty.

The soldier wears medieval-style armor.

A flowing red cape adorns his attire.

He holds a weapon firmly.

The background features a narrow,

foggy street with ancient architecture.