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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 133 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 168 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 66 15

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

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

    Python 38 3

  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 39 4

Repositories

Showing 10 of 15 repositories
  • .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 38 Apache-2.0 3 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 133 Apache-2.0 9 6 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 24 2 4 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 66 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 39 Apache-2.0 4 5 0 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 168 Apache-2.0 19 0 0 Updated Apr 25, 2024
  • FracNet Public

    [eBioMedicine'20] Deep-learning-assisted detection and segmentation of rib fractures from CT scans: Development and validation of FracNet

    HINTLab/FracNet’s past year of commit activity
    Python 56 Apache-2.0 26 6 0 Updated Sep 30, 2023
  • NeAR Public

    [MICCAI'22] Neural Annotation Refinement: Development of a New 3D Dataset for Adrenal Gland Analysis

    HINTLab/NeAR’s past year of commit activity
    Python 16 Apache-2.0 1 1 0 Updated Apr 27, 2023
  • MELA-Challenge Public

    MICCAI 2022 MELA Challenge: Mediastinal Lesion Analysis (3D Detection)

    HINTLab/MELA-Challenge’s past year of commit activity
    Python 11 3 0 0 Updated Jun 30, 2022
View all repositories

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