Experiments

A laboratory machine with a protective transparent cover is positioned on a counter. Next to it, a monitor is attached, and various cables are connected. The setting appears to be sterile, with a focus on technology and instrumentation.

A laboratory machine with a protective transparent cover is positioned on a counter. Next to it, a monitor is attached, and various cables are connected. The setting appears to be sterile, with a focus on technology and instrumentation.

A person wearing blue medical gloves is holding a tablet displaying dental X-ray images. The screen shows various detailed scans of teeth and jaw structures with annotations in different colors.

A person wearing blue medical gloves is holding a tablet displaying dental X-ray images. The screen shows various detailed scans of teeth and jaw structures with annotations in different colors.

A smiling person in a white lab coat stands confidently against a solid red background, with hands on their hips. A stethoscope hangs around the neck, suggesting a medical professional.

A smiling person in a white lab coat stands confidently against a solid red background, with hands on their hips. A stethoscope hangs around the neck, suggesting a medical professional.

A pair of gloved hands handling a syringe and a medical testing device on a blue surface. The scene includes a digital blood glucose meter in a black pouch, test strips, and packaged medical supplies. The setting appears clinical or medical in nature, emphasizing the process of testing or preparation.

A pair of gloved hands handling a syringe and a medical testing device on a blue surface. The scene includes a digital blood glucose meter in a black pouch, test strips, and packaged medical supplies. The setting appears clinical or medical in nature, emphasizing the process of testing or preparation.

A person wearing a smartwatch writes on a notepad while using a tablet that displays medical images. A stethoscope is positioned close by on a white desk, suggesting a medical setting.

A person wearing a smartwatch writes on a notepad while using a tablet that displays medical images. A stethoscope is positioned close by on a white desk, suggesting a medical setting.

A modern medical device with large mechanical arms, likely used for precise medical procedures. It is situated in a clinical environment with clean, white walls and a tidy appearance. The equipment is labeled 'CyberKnife', indicating its purpose in advanced medical treatments.

A modern medical device with large mechanical arms, likely used for precise medical procedures. It is situated in a clinical environment with clean, white walls and a tidy appearance. The equipment is labeled 'CyberKnife', indicating its purpose in advanced medical treatments.

Validating adversarial methods in medical diagnostic models.

Causal Analysis

Exploring causal fallacies in medical diagnostic models through experiments.

A close-up view of a digital medical monitor displaying vital signs including a green electrocardiogram (ECG) line, a yellow respiratory rate line, and numerical values with a red background indicating a concerning level.

A close-up view of a digital medical monitor displaying vital signs including a green electrocardiogram (ECG) line, a yellow respiratory rate line, and numerical values with a red background indicating a concerning level.

Adversarial Sample

New method for exposing causal fallacies in models effectively.

A person wearing a white lab coat with a blue stethoscope draped around their neck. The focus is on the upper body, highlighting the medical attire typically associated with healthcare professionals.

A person wearing a white lab coat with a blue stethoscope draped around their neck. The focus is on the upper body, highlighting the medical attire typically associated with healthcare professionals.

Comparative Study

Evaluating differences between traditional and new methods comprehensively.

A vintage medical office with retro equipment, including old X-ray images displayed on a lightbox. The room has a checkered black and blue floor, a variety of medical devices, a telephone on a desk, and posters on the walls. Large windows let in natural light.

A vintage medical office with retro equipment, including old X-ray images displayed on a lightbox. The room has a checkered black and blue floor, a variety of medical devices, a telephone on a desk, and posters on the walls. Large windows let in natural light.

$A set of ophthalmic diagnostic equipment, including an autorefractor and a slit lamp, arranged in a medical examination room with a beige backdrop. The machines are white with various dials and functional parts visible.$

$A set of ophthalmic diagnostic equipment, including an autorefractor and a slit lamp, arranged in a medical examination room with a beige backdrop. The machines are white with various dials and functional parts visible.$

Experimental Validation

Conducting experiments using public datasets and simulated environments.

Model Optimization

Optimizing model performance through innovative adversarial sample generation.