Daniel Panangian

RESEARCH ASSOCIATE @ GERMAN AEROSPACE CENTER Icon

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I am part of AI4BuildingModeling Group headed by Dr. Ksenia Bittner. Our group specializes in 3D urban scene reconstruction using satellite imagery.

Unleashing the power of vision generative models for real-world applications is my main quest. I have been working mainly around inverse problems in imaging but not limited to image-to-image translation, topology-aware and graph-based approaches for building extraction.

Prior to research, I worked on pilot projects at industry-leading companies, developing language models to support internal processes. I earned both my Master’s and Bachelor’s degrees in Computer Science with a minor in Computational Linguistics from Ludwig Maximilian University Munich Icon.

publications

  1. Dfilled: Repurposing Edge-Enhancing Diffusion for Guided DSM Void Filling
    D. Panangian , and K. Bittner
    In IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) , 2025
  2. Can Location Embeddings Enhance Super-Resolution of Satellite Imagery?
    D. Panangian , and K. Bittner
    In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) , 2025
  3. SyntStereo2Real: Edge-aware GAN for remote sensing image translation while maintaining stereo constraints
    V. Venkatesan, D. Panangian , M. F. Reyes, and K. Bittner
    In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) , 2024
  4. Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network
    D. Panangian , and K. Bittner
    ISPRS Annals of Photogrammetry, Remote Sensing, and Spatial Information Sciences, 2024

news

Dec 30, 2024 Dfilled is accepted to WACVW GeoCV
Oct 28, 2024 Can Location Embeddings Enhance Super-Resolution of Satellite Imagery? is accepted to WACV
Apr 05, 2024 SyntStereo2Real is accepted to CVPRW EarthVision
Mar 01, 2024 Real-GDSR is accepted to ISPRS TC II Symposium as oral presentation
Oct 10, 2023 Visited ICCV in Paris. First conference ever!