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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 12 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 172 19

  3. LeFusion LeFusion Public

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

    Python 145 8

  4. DiffAtlas DiffAtlas Public

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

    Python 102 11

  5. RibSeg RibSeg Public

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

    Python 72 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 47 5

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