POSTERS

                                                                                       Multimodal & Spatial Omics Fusion                                                                                    

DreaMS-Align: Zero-Shot Spectrum-Embedding Surrogates for Scalable WSI-MSI Co-registration

Mohammad Farahmand, Amoon Jamzad, Robert Policelli, Parvin Mousavi

FIRB: Fusion, Interaction and Robustness Benchmark for Multimodal Learning in Computational Pathology

Daniel Reisenbüchler, Charlotte Richter, Afshin Bozorgpour, Pratibha Kumari, Ruining Deng, Dorit Merhof

MIST: Multimodal Survival Prediction with Genomic-Guided Histology Attention

Muhammet Sami Yavuz, Sabri Mustafa Kahya, Richard R. Chen, Jana Lipkova, Benedikt Wiestler

Modeling Intra-spot Cellular Context for Histology-to-Spatial Transcriptomics Prediction

Ryoichi Koga

Program-space Diffusion for Morphology-to-Transcriptomics Prediction

Swann Ruyter, Reuben Dorent, Daniel Racoceanu

ProtoDiffSurv: Differential Prototype Learning for Weakly Supervised Survival Analysis

Jiahao Li, Shu Zhang

QUERY-ST: Language-Guided Retrieval Across Histology and Spatial Transcriptomics

Rafael Kollyfas, Muhammad Dawood, Dan J. Woodcock, Jens Rittscher

Unified Multimodal Fusion for Cancer Survival Prediction: A Missing-Robust Framework across

Histopathology, Radiology, Genomics, and Clinical Data

Francesca Miccolis, Giulia Corso, Vittorio Pipoli, Elisa Ficarra, Marta Lovino

What Do Pathology Foundation Models Learn Beyond Gleason Grade in Prostate Cancer?

Dasari Naga Raju 

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When RNA is Missing: A Multimodal Fusion Benchmark for BCG Progression Prediction in HR-NMIBC

Saeedeh Hashemi, Tahlita CM Zuiverloon, Nadieh Khalili

                                                                         Cell, Tissue, Slide-Level Analysis & Applications                                                                         

AI-Based Ki67 Quantification for Triage of Genomic Recurrence Score in Breast Cancer

Amanda Dy, Abubakr Shafique, Xiaoli Qin, Dimitrios Androutsos, Susan J. Done, April Khademi

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CIPS-Net: Text-Instructed Conditional Nucleus Instance Segmentation Network in Histopathology

Nikhileswara Rao Sulake, Sai Manikanta Eswar Machara, Sivaji Retta, Iyyakutti Iyappan Ganapathi, Muhammad Owais, Irfan Hussain

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CLEAR-WSI: Towards Foundation-Model-Empowered Diagnosis Aligned Whole Slide Image Retrieval

Youssef Wally, Jingsong Liu, Han Li, Jing Dai, Elisabeth Wetzer, Peter J. Schüffler

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CoDiR: Confidence-Guided Diffusion Refinement for Semi-Supervised Histopathology Segmentation

Hoai Nhan Pham, Dang-Nguyen Bui, Le-Van Thai, Thanh-Hiep Vo, Lan Anh Dinh Thi, Tien Dat Nguyen, Duy-Dong Nguyen, Ngoc Lam Quang Bui,

Tam Tran, Zhi Huang

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Dual-CellNucDETR: Context-Aware Object-Level Cell Analysis

Maria Ysern, Sigrid Vila-Bagaria, Oscar Pina, Verónica Vilaplana

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Explainable Slide-Level Analysis for High-Risk Disease in Colorectal Polyps using Foundation Models

Lianna Marraffino, Amanda Dy, Abubakr Shafique, Xiaoli Qin, Anne L. Martel, Kenneth Craddock, April Khademi

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HemaHier: Chain-Conditioned Ordinal Hierarchies for Lineage-Aware Bone-Marrow Cytology

Afshin Bozorgpour, Peter Schüffler, Edgar Jost, Dorit Merhof

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Morphospatial Phenotyping of p21-Positive Hepatocytes in Chronic Liver Disease

Kezia Hobson, Alastair Magness, Dylan Windell, Jack Breen, Robert Goldin

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Multi-scale Fusion of Fast Vision Mamba and Foundation Model Features for Patch-Level Gleason Grading in Computational Pathology

Zihe Zhang, Weimiao Yu, Piumi Don Simonge

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OrdPath-MIL: Ordinal Multiple Instance Learning for Pathology Whole-Slide Image Grading

Shipu Xu, Ge Ren, Ho Yin Yeung, Yin Cai, Dingran Feng, Tak-siu Wong, Wai-Lun Victor Tang, Cheong Kin Ronald Chan, Angela Zaneta Chan

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ProBAG: Prototype-Guided Boundary-Aware Graph Diffusion for Weakly Supervised Histopathology Segmentation

Duy-Dong Nguyen, Le-Van Thai, Hoai Nhan Pham, Ngoc Lam Quang Bui, Tam Tran, Zhi Huang

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QLabelMIL: Inter-Pathology Query Decoding for Multi-Label Gastric Histopathology

Pedro C. Neto, Rita N. Lopes, Ligia Prado e Castro

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RetroScope: An Open Framework for Motorizing and Digitizing Vintage Microscopes

Marvin Carstensen, Nils Porsche, Justin Carstensen, Niklas Hargarter, Simon Olberding, Marc Aubreville

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Semantic-Guided Multimodal Preprocessing for Vision Transformer-Based Clear Cell Renal Cell Carcinoma Grading

Fatemeh Javadian, Zhu Chen, Zahra Aminparast, Johannes Stegmaier

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Virtual immune cell prediction from H&E Whole Slide Images

Kyung A Kim, Jongwoo Yoo, Hyo Sup Shim

                                                                           Foundational Models Efficiency & Robustness                                                                           

A Benchmark of Foundation Models for Chemotherapy Response Scoring in High-Grade Serous Ovarian Cancer

Marwan Abbas, Maryam Shahi, Siddhartha Yadav, Scott Kaufmann, Steven Hart

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How Much Information Is Enough? A Benchmark of Foundation Models for Thyroid Histopathology under Limited Patch Sampling

Katja Löwenstein, Lea Maria Stangassinger, Christina Kreutzer, Sebastien Couillard-Despres, Gertie Janneke Oostingh, Anton Hittmair,

Michael Gadermayr

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Investigating Test-Time Training for Patch Classification in Pathology

Pascal Klöckner, Efthymios Georgiou, Javad Nazarian, Inti Zlobec, Sarah Brüningk

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Investigation of Factors Contributing to Domain Generalization in Single-Shot Autofocus

Niklas Hargarter, Jonas Ammeling, Nils Porsche, Sweta Banerjee, F. Maria Schabel, Christof A. Bertram, Annina Neumann, Marc Aubreville

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Linearized MIL Attention Reveals a Traversable Direction in the Virchow2 Embedding Space

Ryoichi Koga, Tatsuya Yokota, Noriaki Hashimoto, Hiroaki Miyoshi, Ichiro Takeuchi, Hidekata Hontani

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PathPool: Decoupled and Pooled Feature Serving for Pathology Foundation Models

Xinwei Li, Siqi Zeng, Lianghui Zhu, Yonghong He

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Post-hoc Shrinkage of Acquisition-Induced Variability in Histopathology Vision Foundation Model Embeddings

Valentin Oreiller, Darya Ardan, Henning Müller

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When Histopathology Images Degrade: A Robustness Benchmark for Pathology Foundation Models

Berk Coşar