Data-Centric Strategies for Overcoming PET/CT Heterogeneity: Insights from the AutoPET III Lesion Segmentation Challenge
Fuente:
arXiv
Saved in:
| Main Authors: | Kovacs, Balint, Xiao, Shuhan, Rokuss, Maximilian, Ulrich, Constantin, Isensee, Fabian, Maier-Hein, Klaus H. |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
From FDG to PSMA: A Hitchhiker's Guide to Multitracer, Multicenter Lesion Segmentation in PET/CT Imaging
by: Rokuss, Maximilian, et al.
Published: (2024)
by: Rokuss, Maximilian, et al.
Published: (2024)
Towards Interactive Lesion Segmentation in Whole-Body PET/CT with Promptable Models
by: Rokuss, Maximilian, et al.
Published: (2025)
by: Rokuss, Maximilian, et al.
Published: (2025)
AutoPET III Challenge: PET/CT Semantic Segmentation
by: Safdari, Reza, et al.
Published: (2024)
by: Safdari, Reza, et al.
Published: (2024)
Promptable Longitudinal Lesion Segmentation in Whole-Body CT
by: Kirchhoff, Yannick, et al.
Published: (2025)
by: Kirchhoff, Yannick, et al.
Published: (2025)
Longitudinal Segmentation of MS Lesions via Temporal Difference Weighting
by: Rokuss, Maximilian, et al.
Published: (2024)
by: Rokuss, Maximilian, et al.
Published: (2024)
Lesion Segmentation in Whole-Body Multi-Tracer PET-CT Images; a Contribution to AutoPET 2024 Challenge
by: Astaraki, Mehdi, et al.
Published: (2024)
by: Astaraki, Mehdi, et al.
Published: (2024)
AutoPET III Challenge: Tumor Lesion Segmentation using ResEnc-Model Ensemble
by: Chutani, Tanya, et al.
Published: (2024)
by: Chutani, Tanya, et al.
Published: (2024)
Scaling nnU-Net for CBCT Segmentation
by: Isensee, Fabian, et al.
Published: (2024)
by: Isensee, Fabian, et al.
Published: (2024)
Advanced Tumor Segmentation in PET/CT Imaging: A Training Strategy Study with nnU-Net for AutoPET III
by: Alasmawi, Hussain
Published: (2026)
by: Alasmawi, Hussain
Published: (2026)
Skeleton Recall Loss for Connectivity Conserving and Resource Efficient Segmentation of Thin Tubular Structures
by: Kirchhoff, Yannick, et al.
Published: (2024)
by: Kirchhoff, Yannick, et al.
Published: (2024)
AutoPET Challenge: Tumour Synthesis for Data Augmentation
by: Chan, Lap Yan Lennon, et al.
Published: (2024)
by: Chan, Lap Yan Lennon, et al.
Published: (2024)
MedNeXt-v2: Scaling 3D ConvNeXts for Large-Scale Supervised Representation Learning in Medical Image Segmentation
by: Roy, Saikat, et al.
Published: (2025)
by: Roy, Saikat, et al.
Published: (2025)
Large Scale Supervised Pretraining For Traumatic Brain Injury Segmentation
by: Ulrich, Constantin, et al.
Published: (2025)
by: Ulrich, Constantin, et al.
Published: (2025)
LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging
by: Rokuss, Maximilian, et al.
Published: (2025)
by: Rokuss, Maximilian, et al.
Published: (2025)
The autoPET3 Challenge: Automated Lesion Segmentation in Whole-Body PET/CT $\unicode{x2013}$ Multitracer Multicenter Generalization
by: Dexl, Jakob, et al.
Published: (2026)
by: Dexl, Jakob, et al.
Published: (2026)
AutoPET Challenge III: Testing the Robustness of Generalized Dice Focal Loss trained 3D Residual UNet for FDG and PSMA Lesion Segmentation from Whole-Body PET/CT Images
by: Ahamed, Shadab
Published: (2024)
by: Ahamed, Shadab
Published: (2024)
Lost in the Folds: When Cross-Validation Is Not a Deep Ensemble for Uncertainty Estimation
by: Kirscher, Tristan, et al.
Published: (2026)
by: Kirscher, Tristan, et al.
Published: (2026)
MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation
by: Ulrich, Constantin, et al.
Published: (2023)
by: Ulrich, Constantin, et al.
Published: (2023)
RadioActive: 3D Radiological Interactive Segmentation Benchmark
by: Ulrich, Constantin, et al.
Published: (2024)
by: Ulrich, Constantin, et al.
Published: (2024)
VoxTell: Free-Text Promptable Universal 3D Medical Image Segmentation
by: Rokuss, Maximilian, et al.
Published: (2025)
by: Rokuss, Maximilian, et al.
Published: (2025)
Revisiting 3D Medical Scribble Supervision: Benchmarking Beyond Cardiac Segmentation
by: Gotkowski, Karol, et al.
Published: (2024)
by: Gotkowski, Karol, et al.
Published: (2024)
A Multi-Stage Fine-Tuning and Ensembling Strategy for Pancreatic Tumor Segmentation in Diagnostic and Therapeutic MRI
by: Durugol, Omer Faruk, et al.
Published: (2025)
by: Durugol, Omer Faruk, et al.
Published: (2025)
Divide and Conquer: A Large-Scale Dataset and Model for Left-Right Breast MRI Segmentation
by: Rokuss, Maximilian, et al.
Published: (2025)
by: Rokuss, Maximilian, et al.
Published: (2025)
Mitigating False Predictions In Unreasonable Body Regions
by: Ulrich, Constantin, et al.
Published: (2024)
by: Ulrich, Constantin, et al.
Published: (2024)
nnInteractive: Redefining 3D Promptable Segmentation
by: Isensee, Fabian, et al.
Published: (2025)
by: Isensee, Fabian, et al.
Published: (2025)
nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation
by: Isensee, Fabian, et al.
Published: (2024)
by: Isensee, Fabian, et al.
Published: (2024)
Dual channel CW nnU-Net for 3D PET-CT Lesion Segmentation in 2024 autoPET III Challenge
by: Wang, Ching-Wei, et al.
Published: (2024)
by: Wang, Ching-Wei, et al.
Published: (2024)
A Unified Framework for Foreground and Anonymization Area Segmentation in CT and MRI Data
by: Nohel, Michal, et al.
Published: (2025)
by: Nohel, Michal, et al.
Published: (2025)
MeisenMeister: A Simple Two Stage Pipeline for Breast Cancer Classification on MRI
by: Hamm, Benjamin, et al.
Published: (2025)
by: Hamm, Benjamin, et al.
Published: (2025)
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation
by: Roy, Saikat, et al.
Published: (2023)
by: Roy, Saikat, et al.
Published: (2023)
Autopet III challenge: Incorporating anatomical knowledge into nnUNet for lesion segmentation in PET/CT
by: Kalisch, Hamza, et al.
Published: (2024)
by: Kalisch, Hamza, et al.
Published: (2024)
Towards AI Lesion Tracking in PET/CT Imaging: A Siamese-based CNN Pipeline applied on PSMA PET/CT Scans
by: Hein, Stefan P., et al.
Published: (2024)
by: Hein, Stefan P., et al.
Published: (2024)
Disentangled PET Lesion Segmentation
by: Gatsak, Tanya, et al.
Published: (2024)
by: Gatsak, Tanya, et al.
Published: (2024)
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
by: Wald, Tassilo, et al.
Published: (2025)
by: Wald, Tassilo, et al.
Published: (2025)
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation
by: Zenk, Maximilian, et al.
Published: (2024)
by: Zenk, Maximilian, et al.
Published: (2024)
Temporal Flow Matching for Learning Spatio-Temporal Trajectories in 4D Longitudinal Medical Imaging
by: Disch, Nico Albert, et al.
Published: (2025)
by: Disch, Nico Albert, et al.
Published: (2025)
CRONOS: Continuous Time Reconstruction for 4D Medical Longitudinal Series
by: Disch, Nico Albert, et al.
Published: (2025)
by: Disch, Nico Albert, et al.
Published: (2025)
Exploiting Longitudinal Context in Clinician-Verified Interactive Lesion Tracking
by: Kirchhoff, Yannick, et al.
Published: (2026)
by: Kirchhoff, Yannick, et al.
Published: (2026)
Data Diet: Can Trimming PET/CT Datasets Enhance Lesion Segmentation?
by: Jaus, Alexander, et al.
Published: (2024)
by: Jaus, Alexander, et al.
Published: (2024)
Automated Lesion Segmentation in Whole-Body PET/CT in a multitracer setting
by: Xue, Qiaoyi, et al.
Published: (2024)
by: Xue, Qiaoyi, et al.
Published: (2024)
Similar Items
-
From FDG to PSMA: A Hitchhiker's Guide to Multitracer, Multicenter Lesion Segmentation in PET/CT Imaging
by: Rokuss, Maximilian, et al.
Published: (2024) -
Towards Interactive Lesion Segmentation in Whole-Body PET/CT with Promptable Models
by: Rokuss, Maximilian, et al.
Published: (2025) -
AutoPET III Challenge: PET/CT Semantic Segmentation
by: Safdari, Reza, et al.
Published: (2024) -
Promptable Longitudinal Lesion Segmentation in Whole-Body CT
by: Kirchhoff, Yannick, et al.
Published: (2025) -
Longitudinal Segmentation of MS Lesions via Temporal Difference Weighting
by: Rokuss, Maximilian, et al.
Published: (2024)