A modern industrial setting featuring an automated assembly line machine enclosed in glass. The room is well-lit with a sleek design, including wooden accents and clean surfaces. There is a focus on the machinery, with components visible inside the enclosure.
A modern industrial setting featuring an automated assembly line machine enclosed in glass. The room is well-lit with a sleek design, including wooden accents and clean surfaces. There is a focus on the machinery, with components visible inside the enclosure.

Gaps in interpretability.

Explainable AI Solutions

Bridging gaps in interpretability for Earth observation through innovative AI methods and practical applications.

Addressing Interpretability Gaps

Focusing on selective inferences to enhance understanding and knowledge transfer in Earth observation applications.

A digital screen displaying analytical data with line graphs, histograms, and numerical values. The data is presented in a user-friendly interface with different shades of blue used to distinguish various elements.
A digital screen displaying analytical data with line graphs, histograms, and numerical values. The data is presented in a user-friendly interface with different shades of blue used to distinguish various elements.
Promoting Simple Models

Highlighting the importance of simple models with comparable accuracy to improve interpretability in real-world scenarios.

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.

Innovative Explainable AI Solutions

We address gaps in explainable AI, focusing on utility and real-world applications while balancing complexity and accuracy in machine learning models.

A computer screen displaying a webpage about ChatGPT, focusing on optimizing language models for dialogue. The webpage has text describing the model and includes the OpenAI logo. The background is green with some purple graphical elements on the side.
A computer screen displaying a webpage about ChatGPT, focusing on optimizing language models for dialogue. The webpage has text describing the model and includes the OpenAI logo. The background is green with some purple graphical elements on the side.
A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
A green machine partially covered with a white sheet is positioned in a room with peeling wallpaper. The machine is on a metal frame, and there is an electrical cord connected to it. Nearby, there are containers and a piece of fabric with a design, and the flooring appears to be wooden.
A green machine partially covered with a white sheet is positioned in a room with peeling wallpaper. The machine is on a metal frame, and there is an electrical cord connected to it. Nearby, there are containers and a piece of fabric with a design, and the flooring appears to be wooden.

Our Approach to Explainability

We emphasize practical interpretability methods, bridging the gap between complex models and user needs, while promoting knowledge transfer in Earth observation.