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eess.IV2026
Dataset Collections: Challenges of Large-Scale Data Aggregation in 3D Medical Image Datasets
Yannick Kirchhoff, Saikat Roy, Elisa Stegmeier +30
The development of deep learning-based medical AI depends on high-quality annotated data. Yet, dataset creation remains constrained by the need for expert radiologist annotations,…
eess.IV2025★ 1 cited
The Missing Piece: A Case for Pre-Training in 3D Medical Object Detection
Katharina Eckstein, Constantin Ulrich, Michael Baumgartner +5
Large-scale pre-training holds the promise to advance 3D medical object detection, a crucial component of accurate computer-aided diagnosis. Yet, it remains underexplored compared…