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@HINTLab

Health Intelligence Lab

Health Intelligence Lab (HINTLab), ELLIS Institute Finland & Aalto University, led by Dr. Jiancheng (JC) Yang (@duducheng).
README.md

Join the Health Intelligence (HINT) Lab

I'm establishing the Health Intelligence (HINT) Lab at the ELLIS Institute Finland and Aalto University, in the Helsinki metropolitan area. The group focuses on AI for healthcare, with particular emphasis on spatial intelligence, generative AI, and multimodal learning.

📢 We are looking for talented members to conduct curiosity-driven research:

  • Doctoral and postdoctoral researchers, starting as soon as possible. Recruitment is also possible through the ELLIS PhD/Postdoc Program (deadline in November) for start in spring–fall 2026. In both cases, eligible group members can later be nominated as official ELLIS PhDs and Postdocs.

  • Research interns / visiting students / thesis students / collaborators (on-site or remote).

👉 Join us on this journey to shape the future of AI for healthcare and make real-world impact. (More)

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  1. PlaneCycle PlaneCycle Public

    [MICCAI'26] PlaneCycle: Training-Free 2D-to-3D Lifting of Foundation Models Without Adapters

    Python 18 1

  2. ACSConv ACSConv Public

    [IEEE JBHI'21] Reinventing 2D Convolutions for 3D Images - 1 line of code to convert pretrained 2D models to 3D!

    Python 173 19

  3. LeFusion LeFusion Public

    [ICLR‘25 Spotlight] LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models

    Python 151 8

  4. DiffAtlas DiffAtlas Public

    [MICCAI'25 Spotlight] DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion

    Python 105 11

  5. RibSeg RibSeg Public

    [MICCAI'21 & TMI'23] RibSeg Dataset and Point Cloud Baselines for Rib Segmentation from CT Scans

    Python 71 15

  6. pulmonary-tree-labeling pulmonary-tree-labeling Public

    [MedIA‘25] Efficient anatomical labeling of pulmonary tree structures via deep point-graph representation-based implicit fields

    Python 51 8

Repositories

Showing 10 of 22 repositories
  • PlaneCycle Public

    [MICCAI'26] PlaneCycle: Training-Free 2D-to-3D Lifting of Foundation Models Without Adapters

    HINTLab/PlaneCycle's past year of commit activity
    Python 18 Apache-2.0 1 0 0 Updated Aug 23, 2026
  • PhysAssistBench Public
    HINTLab/PhysAssistBench's past year of commit activity
    Python 1 Apache-2.0 0 0 0 Updated Aug 21, 2026
  • DataCook Public
    HINTLab/DataCook's past year of commit activity
    0 Apache-2.0 0 0 0 Updated Aug 6, 2026
  • LeFusion Public

    [ICLR‘25 Spotlight] LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models

    HINTLab/LeFusion's past year of commit activity
    Python 151 Apache-2.0 8 8 0 Updated Jun 16, 2026
  • DiffAtlas Public

    [MICCAI'25 Spotlight] DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion

    HINTLab/DiffAtlas's past year of commit activity
    Python 105 Apache-2.0 11 1 0 Updated Jun 16, 2026
  • CowTalk Public

    [MICCAI'26] Refining 3D Medical Segmentation with Verbal Instruction

    HINTLab/CowTalk's past year of commit activity
    3 Apache-2.0 1 0 0 Updated May 13, 2026
  • ImPulSe Public

    [MICCAI'22] What Makes for Automatic Reconstruction of Pulmonary Segments

    HINTLab/ImPulSe's past year of commit activity
    Python 35 3 6 0 Updated May 12, 2026
  • pulmonary-tree-repairing Public

    [MICCAI'23] Topology Repairing of Disconnected Pulmonary Airways and Vessels: Baselines and a Dataset

    HINTLab/pulmonary-tree-repairing's past year of commit activity
    Python 40 Apache-2.0 2 3 0 Updated May 7, 2026
  • Bonnet Public

    [ISBI'26 Oral] Bonnet: Ultra-Fast Whole-Body Bone Segmentation from CT Scans

    HINTLab/Bonnet's past year of commit activity
    Python 10 Apache-2.0 1 3 0 Updated Feb 4, 2026
  • TopoField Public
    HINTLab/TopoField's past year of commit activity
    2 Apache-2.0 0 1 0 Updated Feb 2, 2026
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