Material degradation prediction model in cultural relic restoration

Transforming artifacts through advanced multimodal data integration and predictive modeling.

Innovative Research Design Solutions

At the forefront of data integration and model development, we leverage multimodal data to advance cultural artifact preservation through state-of-the-art methodologies and rigorous scientific principles.

A mural depicts a tree with a trunk and branches, creatively painted on a textured wall. Above the tree, large, bold letters read 'SAVE NATURE SAVE CULTURE' with the words 'NATURE' and 'CULTURE' prominently displayed in green and yellow, respectively. The background features a natural setting with trees visible above the wall.

Multimodal Research Services

Expertise in data collection, model development, and validation for artifact preservation and analysis.

Data Collection Phase

A cultural performance is taking place with a large group of people forming a circle. A performer in the center is dressed in traditional colorful attire and adorned with an ornate headdress. The crowd surrounding them is engaged, raising their arms and appearing to participate actively. The audience watches intently in the background.

Collaborating with institutions to gather diverse multimodal data from cultural artifacts.

A group of people participates in a cultural parade or gathering, wearing traditional clothing and carrying wooden paddles. The attire includes woven hats and garments with intricate designs. There are spectators in the background observing the event, with some people capturing the moment on their phones.

A vibrant cultural parade features a group of children dressed in traditional attire, carrying a colorful effigy. The children, along with adults, are engaged and smiling. Various traditional garments, including headscarves and sarongs, are visible. The crowd in the background shows onlookers, some holding up phones or cameras to capture the moment. Trees and festival decorations line the street.

Model Development Phase

Designing advanced networks that integrate visual, spectral, and textual data for accurate predictions.

Validating models through known artifact cases and accelerated degradation experiments for reliability.

Validation and Testing

Research Design

Innovative approach to artifact data collection and analysis.

A festive outdoor gathering with a focus on cultural attire and traditional activities. Several individuals are dressed in colorful and patterned clothing, engaging in a celebration. One person is prominently holding a decorative container with flowers and grass. A diverse group of people seems to be enjoying the event.

Data Collection

Collaborating with institutions for multimodal data integration.

The image depicts a group of colorful, traditional statues. The central figure, a woman dressed in ornate garments, holds a child. Her attire is red and white with intricate patterns. There are several other figures around her, each adorned in vibrant costumes. The scene conveys a cultural or religious significance with an emphasis on heritage and tradition.

Model Development

Designing a transformer-based network for data fusion.

A collection of mannequins adorned with traditional, colorful dresses, featuring elaborate patterns and textiles. Each mannequin has a distinctive hairstyle and pose, creating a sense of cultural heritage and artistic expression.

People dressed in traditional colorful garments participate in a cultural parade. The attire features vibrant colors with intricate patterns, and some individuals carry small dolls or similar objects. One woman wipes her face with a tissue, while a man in the background holds a camera, capturing the event.

Validation Process

Testing model accuracy with known artifact degradation cases.

Degradation Experiments

Accelerating degradation to validate predictive model outcomes.