Mislabeling Unknown Threats As Normal Generator

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.

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.

A riot police officer,

equipped with a helmet and tactical gear,

holds a walkie-talkie near green smoke,

standing against a graffiti-covered wall.

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.

Illustrates signaling pathways involved in protecting retinal cells from oxidative stress.

Nrf2 is central to pathways modulated by anthocyanins.

Highlights key enzymes HO-1,

SOD,

CAT,

GSH-PX with apoptotic modulation.

Mainly focuses on antioxidant mechanisms.

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

with interior lights visible from the window

A figure dressed in protective clothing stands in a foggy environment.

The figure wears a gas mask with glowing orange eyes.

The surrounding landscape depicts a recycling zone with muted colors.

Details show the figure's military-style jacket has rust-like stains.

The atmosphere feels tense and foreboding.

The setting hints at a hazardous situation related to waste management.

Tails the Fox looks nervous at the edge of a cliff.

He sits with his knees knocking.

The background shows clouds and a high drop.

Tails has orange fur and a concerned expression.

Web browser window shows messy and unclear suspicious content.

Alerts about mental scams in online payments.

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

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.

A young man looks distressed while holding his smartphone,

showcasing concerns about security.

In the background,

the Pakistani flag is prominent,

adding a cultural context.

A VPN shield graphic appears next to him,

symbolizing online protection.

The lighting is dramatic,

emphasizing the man's worried expression.

This image highlights the importance of cybersecurity in an increasingly digital world.

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.

This image features a fiercely roaring lion with a richly detailed mane against a solid black background.

The emphasis is on the lion's expressive face,

embodying power and ferocity.

Below the lion,

the words 'PREDATOR PROTECTION' are boldly displayed.

The color scheme includes browns and golds for the lion and a stark,

contrasting black background.

The design suggests themes of wildlife conservation and the protection of predators in their natural habitat.

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.

A young man displays a distressed expression while using a smartphone.

The background shows the Pakistani flag prominently.

A VPN shield symbol appears beside him,

indicating online security.

Dramatic lighting highlights his worried face.

This image emphasizes the significance of cybersecurity.

A jaguar,

with intense eyes and striking spots,

moves stealthily in a dark forest.

Design a compact microchip for NanoGuardTN to detect cancer-specific biomarkers in blood or saliva.

Use nanotechnology-based sensors for high sensitivity.

Support multi-biomarker detection and real-time data processing with wireless connectivity.

Ensure low power,

biocompatibility,

and durability for portable devices.

A patient in a hospital gown sitting on a bed looking at a phone.

The patient appears to be experiencing pain or discomfort.

The environment is a healthcare setting,

with soft colors and lighting,

emphasizing a sense of concern and uncertainty.

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.