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@HINTLab

HINT Lab

Health Intelligence (HINT) Lab, 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. LeFusion LeFusion Public

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

    Python 143 9

  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 171 19

  3. AlignShift AlignShift Public

    [MICCAI'21 & MICCAI'20] A Codebase for Universal Lesion Detection (DeepLesion SOTA)

    Python 49 11

  4. RibSeg RibSeg Public

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

    Python 69 15

  5. pulmonary-tree-repairing pulmonary-tree-repairing Public

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

    Python 41 2

  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 45 5

Repositories

Showing 10 of 18 repositories
  • PlaneCycle Public

    PlaneCycle: Training-Free 2D-to-3D Lifting of Foundation Models Without Adapters

    HINTLab/PlaneCycle’s past year of commit activity
    Python 7 Apache-2.0 1 0 0 Updated Mar 17, 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 7 Apache-2.0 1 0 0 Updated Feb 4, 2026
  • TopoField Public
    HINTLab/TopoField’s past year of commit activity
    0 Apache-2.0 0 1 0 Updated Feb 2, 2026
  • .github Public
    HINTLab/.github’s past year of commit activity
    0 MIT 0 0 0 Updated Sep 11, 2025
  • 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 41 Apache-2.0 2 3 0 Updated Sep 11, 2025
  • LeFusion Public

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

    HINTLab/LeFusion’s past year of commit activity
    Python 143 Apache-2.0 9 7 0 Updated Aug 27, 2025
  • ImPulSe Public

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

    HINTLab/ImPulSe’s past year of commit activity
    Python 30 3 6 0 Updated Feb 1, 2025
  • RibSeg Public

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

    HINTLab/RibSeg’s past year of commit activity
    Python 69 Apache-2.0 15 0 1 Updated Jan 15, 2025
  • pulmonary-tree-labeling Public

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

    HINTLab/pulmonary-tree-labeling’s past year of commit activity
    Python 45 Apache-2.0 5 6 2 Updated Nov 29, 2024
  • ACSConv Public

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

    HINTLab/ACSConv’s past year of commit activity
    Python 171 Apache-2.0 19 0 0 Updated Apr 25, 2024
View all repositories

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