Focused decoding enables 3D anatomical detection by transformers

B Wittmann, F Navarro, S Shit, B Menze - arxiv preprint arxiv:2207.10774, 2022 - arxiv.org
Detection Transformers represent end-to-end object detection approaches based on a
Transformer encoder-decoder architecture, exploiting the attention mechanism for global …

Transformers for Medical Image Analysis: Applications, Challenges, and Future Scope

N Rane - Challenges, and Future Scope (November 2, 2023), 2023 - papers.ssrn.com
In recent times, the incorporation of vision transformers has ushered in a new era of
intelligent medical image analysis, leading to groundbreaking advancements in healthcare …

Organ-DETR: 3D Organ Detection Transfomer with Multiscale Attention and Dense Query Matching

M GHAHREMANI, BR Ernhofer, J Wang, C Wachinger - openreview.net
Query-based Transformers have been yielding impressive results in object detection. The
potential of DETR-like methods for 3D data, especially in volumetric medical imaging …