activity
20192026
most citedFederated Learning Enables Big Data for Rare Cancer Boundary Detection

390 citations · 1.1k across the 44 of their papers we have counts for

collaborators

54 papers

cs.CV2026

Redefining Instance Matching: A Unified Framework for Part-Aware Matching in Panoptic Segmentation Evaluation

Erik Großkopf, Soumya Snigdha Kundu, Hendrik Möller +9

The Panoptic Quality (PQ) metric is the standard for jointly evaluating instance and semantic segmentation. However, its original definition relies on a One-to-One matching between…

cs.SE2026

On Problems of Implicit Context Compression for Software Engineering Agents

Kirill Gelvan, Igor Slinko, Felix Steinbauer +3

LLM-based Software Engineering agents face a critical bottleneck: context length limitations cause failures on complex, long-horizon tasks. One promising solution is to encode cont…

cs.CV2026

Instance Awareness of Multi-class Semantic Segmentation Loss Functions

Soumya Snigdha Kundu, Florian Kofler, Marina Ivory +3

Instance-sensitive losses for semantic segmentation such as blob loss and CC loss were designed to address instance imbalance, ensuring small lesions generate the same gradient as…

eess.IV2025

PREDICT-GBM: A multi-center platform to advance personalized glioblastoma radiotherapy planning

L. Zimmer, J. Weidner, M. Balcerak +8

Glioblastoma recurrence is largely driven by diffuse infiltration beyond radiologically visible tumor margins, yet standard radiotherapy, the mainstay of glioblastoma treatment, re…

eess.IV2025

fastWDM3D: Fast and Accurate 3D Healthy Tissue Inpainting

Alicia Durrer, Florentin Bieder, Paul Friedrich +3

Healthy tissue inpainting has significant applications, including the generation of pseudo-healthy baselines for tumor growth models and the facilitation of image registration. In…

cs.CV2025

BrainLesion Suite: A Flexible and User-Friendly Framework for Modular Brain Lesion Image Analysis

Florian Kofler, Marcel Rosier, Mehdi Astaraki +26

BrainLesion Suite is a versatile toolkit for building modular brain lesion image analysis pipelines in Python. Following Pythonic principles, BrainLesion Suite is designed to provi…