Author

Anirban Mukhopadhyay

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Preprint Aug 2026

Sterilizable Scene Graph Generation for Operating Rooms

Scene graph generation from surgical video enables a holistic and structured understanding of surgical scenes by modeling objects and their semantic relationships. Despite recent advances, state-of-the-art approaches rely on large, parameter-heavy deep learning models that are impractical for deployment in the operatin...

Nick Lemke, Ssharvien Kumar R. Sivakumar, Antoine Pierre Sanner et al. · 1 citation

Preprint Aug 2026

Coarse to Fine: Iterative Adversarial Neural Cellular Automata for Medical Image Synthesis

StyleGANCA is proposed, the first lightweight general-purpose NCA-based generative adversarial network, enabling latent-controlled image generation through iterative local interactions and achieving competitive image quality with substantially fewer parameters than baseline architectures.

Anh Thi Luu, Nick Lemke, Anirban Mukhopadhyay · 1 citation

Preprint Aug 2026

Beyond Parameter Space: NTK-Guided Personalized Aggregation for Robust Federated Learning

Local Inference Guided Aggregation for Heterogeneous Training Environments to Yield Enhancement Through Agreement and Regularization (LIGHTYEAR), a federated learning framework that performs update selection in function space using an NTK-based agreement score to characterize predictive behavior and determine a persona...

Mirko Konstantin, S. Zachow, Anirban Mukhopadhyay · 0 citations