MultiGeoMed: Geometric Deep Learning in Medical Imaging, From Shape Representation to Vessel Topology Repair
Authors: Gniewosz Drwięga
Venue: MedStok #3 — Białystok, Poland
Date: October 13, 2026
Type: Invited Talk
Mind the Gap: Mesh-Guided Repair of Broken Vessels
Authors: Gniewosz Drwięga, Wojciech Szymański, Marek Wodziński
Venue: ShapeMI, MICCAI 2026 — Strasbourg, France
Date: September 27, 2026
Type: Poster
🏆 Best Poster Award
SADL: A Size-Adaptive Decision Layer for Chronic Stroke Lesion Segmentation in ISLES 2026
Authors: Marek Wodziński, Gniewosz Drwięga, Wojciech Szymański
Venue: SWITCH+, MICCAI 2026 — Strasbourg, France
Date: September 27, 2026
Type: Poster
🏆 Best Poster Award
arXiv · PDF · OpenReview · Code
An Anatomy-Aware Staged Pipeline for Vessel-Specific Intracranial Aneurysm Segmentation in CT and MR Angiography
Authors: Gniewosz Drwięga, Wojciech Szymański, Marek Wodziński
Venue: SWITCH+, MICCAI 2026 — Strasbourg, France
Date: September 27, 2026
Type: Poster
Reduction Planning: Residual Coordinate Assembly Transformer
Authors: Wojciech Szymański, Gniewosz Drwięga, Marek Wodziński
Venue: PENGWIN 2026, MICCAI 2026 — Strasbourg, France
Date: September 27, 2026
Type: Challenge Submission
🥉 4th place, final leaderboard
Learning Robust Geometric Representations Using Synthetic Structural Defects
Authors: Wojciech Szymański, Gniewosz Drwięga, Marek Wodziński
Venue: ICVSS 2026 — Sicily, Italy
Date: July 5–11, 2026
Type: Poster
High Dice, Broken Vessels: Evaluating Topology Errors in Deep Learning Vessel Segmentation
Authors: Gniewosz Drwięga
Venue: BioMeeting 2026 — Przesieka, Poland
Date: May 22–24, 2026
Type: Oral
Learning Robust Geometric Representations Using Synthetic Structural Defects: A Configurable Framework for Masked Self-Supervised Learning in Medical Imaging
Authors: Wojciech Szymański, Gniewosz Drwięga, Marek Wodziński
Venue: AIMed 2026 — Kraków, Poland
Date: May 7, 2026
Type: Poster
High Dice, Broken Vessels: Evaluating Topology Errors in Deep Learning Vessel Segmentation
Authors: Gniewosz Drwięga
Venue: AIMed 2026 — Kraków, Poland
Date: May 7, 2026
Type: Poster
