Senior Research Scientist

Muhammad Sarmad

Projects

Arctic region seen from satellite. Icy landmass and blue waters.
  • Image analysis and Earth observation

Sharper satellite images with deep learning (SuperAI)

Publications

  • 13 publications found
  • Publisher

Leveraging Data with Strong, Weak and No Labels in Marine Acoustics 2025. Poster

Deep learning for marine acoustics: Leveraging data with strong, weak and no labels 2025. Lecture

Deep learning methods for acoustic target classification 2025. Other presentation

DiffFuSR: Super-Resolution of all Sentinel-2 Multispectral Bands using Diffusion Models doi: https://doi.org/https://lps25.esa.int/lps25-presentations/presentations/518/_518.pdf , 2025. Scientific lecture

DiffFuSR: Super-Resolution of All Sentinel-2 Multispectral Bands Using Diffusion Models IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1 13 , (ISSN 0196-2892 1558-0644 ), doi: https://doi.org/10.1109/tgrs.2025.3638896 , 2025. Scientific article

Muhammad Sarmad; Applications of Computer Vision and Deep Learning for Digital Rock Analysis 2024. Doctor dissertat

Publisher NTNU Trondheim, Norway

Johan Phan; Muhammad Sarmad; Leonardo Carlos Ruspini; Gabriel Hanssen Kiss; Frank Lindseth; Generating 3D images of material microstructures from a single 2D image: a denoising diffusion approach Scientific Reports, pp. 0 , doi: https://doi.org/10.1038/s41598-024-56910-9 , 2024. Scientific article

Publisher Nature Portfolio

Diffusion Models with Cross-Modal Data for Super-Resolution of Sentinel-2 To 2.5 Meter Resolution IEEE International Geoscience and Remote Sensing Symposium proceedings, pp. 1103 1107 , (ISSN 2153-6996 2153-7003 ), doi: https://doi.org/10.1109/IGARSS53475.2024.10641882 , 2024. Scientific article

Towards a Controllable Diffusion Model for Photo-Realistic ​ Super-Resolution of Sentinel-2​ 2024. Poster

Diffusion Models with Cross-Modal Data for Super-Resolution of Sentinel-2 To 2.5 Meter Resolution 2024. Scientific lecture

Muhammad Sarmad; Leonardo Carlos Ruspini; Frank Lindseth; SIT-SR 3D: Self-supervised slice interpolation via transfer learning for 3D volume super-resolution Pattern Recognition Letters, pp. 97 104 7 , doi: https://doi.org/10.1016/j.patrec.2023.01.008 , 2023. Scientific article

Publisher Elsevier

Rabia Ali; Muhammad Sarmad; Jawad Tayyub; Alexander Vogel; Accurate detection of weld seams for laser welding in real-world manufacturing The AI Magazine, pp. 431 441 10 , doi: https://doi.org/10.1002/aaai.12134 , 2023. Scientific article

Haroon Zafar; Muhammad Sarmad; Sulalit Bandyopadhyay; Functionalizing Nanoparticles for Applications in Biodiagnostics 2023. Lecture