Image Diagnosis of Paleopathology

Transforming diagnostic methods through advanced visual analysis and AI integration.

Innovative Visual Reasoning Solutions

At DCGV, we develop advanced visual reasoning models and tools for paleopathology, enhancing diagnostic methods through multi-scale feature extraction and expert-inspired algorithms for improved analysis and decision-making.

A close-up view of an ancient, weathered skull with apparent fractures and missing teeth. The skull is partially fragmented, revealing rough textures and darkened, aged surfaces.
A close-up view of an ancient, weathered skull with apparent fractures and missing teeth. The skull is partially fragmented, revealing rough textures and darkened, aged surfaces.
Transforming Diagnostic Approaches
Empowering Pathology Insights

Our research integrates cutting-edge technology with expert knowledge, creating a robust framework for uncertainty assessment and evidence integration, ultimately advancing the field of diagnostic pathology.

Visual Reasoning Model

We develop advanced visual reasoning models for diagnostic methods in paleopathology and medical analysis.

Diagnostic Algorithms

Our algorithms integrate expert knowledge and multi-level evidence for enhanced diagnostic accuracy and insights.

A close-up view of skeletal remains, including rib bones and a partial spine. The image is dark and appears somewhat eerie, with light streaks or scratches adding to the mysterious atmosphere.
A close-up view of skeletal remains, including rib bones and a partial spine. The image is dark and appears somewhat eerie, with light streaks or scratches adding to the mysterious atmosphere.
Feature Analysis

We implement feature correlation analysis to improve diagnostic reasoning and support pathologists in their evaluations.

Integration with GPT

AI-Powered Solutions
An ancient, weathered skull displayed against a dark background. The texture is rough with visible cracks and erosion, indicating age and historical significance.
An ancient, weathered skull displayed against a dark background. The texture is rough with visible cracks and erosion, indicating age and historical significance.
An archaeological display featuring an ancient skeletal remains partially covered in earth. The bones are arranged to show the structure of a human skeleton with visible skull, rib cage, and limbs. The surrounding soil and small artifacts suggest a historical or archaeological context.
An archaeological display featuring an ancient skeletal remains partially covered in earth. The bones are arranged to show the structure of a human skeleton with visible skull, rib cage, and limbs. The surrounding soil and small artifacts suggest a historical or archaeological context.

Visual Reasoning

Innovative model simulating pathologists' diagnostic methods for enhanced accuracy.

The image depicts three individuals examining a large excavation site containing numerous fossilized remains. One person is standing beside a wooden table with paper, observing the site. The excavation area features deep pits and large skeletal structures partially embedded in the ground.
The image depicts three individuals examining a large excavation site containing numerous fossilized remains. One person is standing beside a wooden table with paper, observing the site. The excavation area features deep pits and large skeletal structures partially embedded in the ground.
Diagnostic Tools

Developing advanced visual analysis tools inspired by expert diagnostic experience and integrating multi-level evidence for improved decision-making in paleopathology.

A collection of ancient bone fragments is displayed on a textured wall. The arrangement is organized in rows, each piece casting shadows, and is numbered for identification. The background has a subtle pattern that could be interpretive artwork, possibly of an ancient scene.
A collection of ancient bone fragments is displayed on a textured wall. The arrangement is organized in rows, each piece casting shadows, and is numbered for identification. The background has a subtle pattern that could be interpretive artwork, possibly of an ancient scene.
Pathnet Integration

Integrating the visual reasoning model into GPT architecture to enhance diagnostic capabilities and support pathologists with advanced reasoning algorithms.