Shifted-windows transformers for the detection of cerebral aneurysms in microsurgery.
Jinfan ZhouWilliam MuirheadSimon C WilliamsDanail StoyanovHani J MarcusEvangelos B MazomenosPublished in: International journal of computer assisted radiology and surgery (2023)
Proposed architectures show robust performance and with an adjusted threshold promoting detection of the underrepresented (aneurysm presence) class, comparable to human expert accuracy. Our work represents the first step towards landmark detection in MACS with the aim to inform surgical teams to attend to high-risk moments, taking precautionary measures to avoid rupturing.