Spacecraft near the lunar surface with a partial view of the Moon's cratered surface in space.

Research

Logo for HØRUS, featuring stylized text with an eye motif in the letter 'Ø'. Below, it reads: "Hyper-Effective Noise Removal UNet Software".
Images of lunar craters with labels, including Shoemaker and Amundsen, showing various surface features and shadowed areas labeled PSR (Permanently Shadowed Regions).

Illuminating shadowed regions on the lunar poles.

LOW-LIGHT IMAGE ENHANCEMENT OF PERMANENTLY SHADOWED LUNAR REGIONS WITH PHYSICS-BASED MACHINE LEARNING

Side-by-side comparison of two images showing a surface. The left side displays a grayscale image with a scale bar marked '500 m' and minimal visible details. The right side shows a more detailed grayscale image labeled with 'boulders' indicating rock formations. The comparison is divided by a central vertical line.
Logo with text "NEBU" and slogan "Anomaly Detection by Fusion" featuring a stylized design element inside the letter "U".
Moon with highlighted Tycho Crater and Apollo 17 site showing metallic anomalies.
Logo with the text "ANUBIS," featuring a stylized animal head in the "U," accompanied by the phrase "ARTIFICIAL NEURAL UNCERTAINTY BASED IMAGE SUPER-RESOLUTION."
High-resolution image of a lunar crater with enhanced areas highlighted, showing detailed surface textures and shadows.
Diagram illustrating a neural network architecture for image processing with sections labeled Generator (LSRResnet) and Discriminator. It shows low-resolution (LR) to high-resolution (HR) generation through various blocks like Conv, Conv + ReLU, Residual Block, TransConv Upsampling, and Pooling + Sigmoid. The output includes a decision phase to determine if the result is real or generated.
Side-by-side lunar surface images showing craters and shadows

LRO NAC images of the Apollo 16 landing site (LM in the center of the figure, astronaut tracks are visible), top: 0.94 m/pixel; bottom: 0.47 m/pixel. The higher resolution image reveals more of the small-scale geomorphology, such as small craters, etc., which are most relevant for ground-based exploration. The LM has a diameter of 4.22 m without the landing gear. Image credits to LROC/GSFC/ASU

Logo featuring the word "NEPHTHYS" with an ankh symbol integrated into the design. Below, the text reads "New Event Perceiving High-Trust High-Yield System."
Four images showing an optical view and thermal changes on a surface with a recent impact. The optical image reveals surface features, while before and after thermal images highlight heat variations. The difference image pinpoints the impact location.

  • Automatically highlight all the potential new cold spots.

  • Give the probability of it being new impact.

  • Autogenerate all relevant information of the area of interest. i.e. thermal images, optical images, statistics, etc.

Forecasting Radiation for Artemis

Astronaut glove reaching towards Earth and Sun from the Moon's surface.