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Smriti Joshi

Smriti Joshi

ML Researcher · Trustworthy AI in Healthcare

PhD Researcher at BCN-AIM, Universitat de Barcelona

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I'm a PhD Researcher at BCN-AIM, Universitat de Barcelona, working on trustworthy AI for medical imaging — models that hold up under domain shift and multi-center clinical data, rather than just in-distribution benchmarks. My work sits at the intersection of domain adaptation, uncertainty estimation, and generative imaging, mostly applied to breast MRI within the Horizon Europe project RadioVal.

A good part of my time also goes into building shared infrastructure for the field: I co-organize community benchmarks like MAMA-MIA and MAMA-SYNTH, and help coordinate AI schools and mentorship programs across Africa and South Asia through AFRICAI.

Selected Publications

  1. Dense Temporal Contrast Synthesis via Conditioned Latent Transport
    Smriti Joshi, and  others
    2026
    Submitted to Medical Image Analysis
  2. The MAMA-MIA Challenge: Advancing Generalizability and Fairness in Breast MRI Tumor Segmentation and Treatment Response Prediction
    Lidia Garrucho, Smriti Joshi, and  others
    2025
    Equal contribution (Garrucho, Joshi). Submitted to IEEE Transactions on Medical Imaging
  3. Single Image Test-Time Adaptation via Multi-View Co-Training
    Smriti Joshi, Richard Osuala, Lidia Garrucho, and 4 more authors
    In International Conference on Medical Image Computing and Computer Assisted Intervention, 2025
  4. Stakeholder Engagement for Trustworthy AI: Experiences and Results from the RadioVal Project on Breast Cancer Imaging
    Miriam Cabrita, Carina Dantas, Harm Akker, and 8 more authors
    In Trustworthy AI in Cancer Imaging Research, 2025
  5. Leveraging epistemic uncertainty to improve tumour segmentation in breast MRI: an exploratory analysis
    Smriti Joshi, Richard Osuala, Lidia Garrucho, and 6 more authors
    In Medical Imaging 2024: Image Processing, 2024
  6. crossmoda.png
    nn-UNet training on CycleGAN-translated images for cross-modal domain adaptation in biomedical imaging
    Smriti Joshi, Richard Osuala, Carlos Martín-Isla, and 4 more authors
    In International MICCAI Brainlesion Workshop, 2021

See the full list of publications →