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Two-View Correspondence Learning With Local Consensus Transformer.
IEEE Trans Neural Netw Learn Syst
November 2024
Correspondence learning is a crucial component in multiview geometry and computer vision. The presence of heavy outliers (mismatches) consistently renders the matching problem to be highly challenging. In this article, we revisit the benefits of local consensus (LC) in traditional feature matching and introduce the concept of LC to design a trainable neural network capable of capturing the underlying correspondences.
View Article and Find Full Text PDFThe relative age effect in selection of ab initio pilots-Revisiting Gladwell's famous claims.
Heliyon
September 2024
Department of Clinical Neuroscience, Karolinska Institutet, 171 77, Stockholm, Sweden.
A relative age effect (RAE) has been found in education and sports, with students born earlier in the school year attaining higher levels of success. This was brought into public consciousness through Malcom Gladwell's However, the effect has not been thoroughly examined in other contexts. Thus, with regards to the context dependency of the RAE, and the specificity of which abilities it affects, there are unknowns.
View Article and Find Full Text PDFEarly Clinical and Economic Outcomes for the VELYS Robotic-Assisted Solution Compared with Manual Instrumentation for Total Knee Arthroplasty.
J Knee Surg
October 2024
DePuy Synthes, Medical Affairs, Palm Beach Gardens, Florida.
Robotic-assisted total knee arthroplasty (TKA) has been developed to improve functional outcomes after TKA by increasing surgical precision of bone cuts and soft tissue balancing, thereby reducing outliers. The DePuy Synthes VELYS robotic-assisted solution (VRAS) is one of the latest entrants in the robotic TKA market. Currently, there is limited evidence investigating early patient and economic outcomes associated with the use of VRAS.
View Article and Find Full Text PDFWhen Paul Berg meets Donald Crothers: an achiral connection through protein biosynthesis.
Nucleic Acids Res
March 2024
CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500007, India.
Outliers in scientific observations are often ignored and mostly remain unreported. However, presenting them is always beneficial since they could reflect the actual anomalies that might open new avenues. Here, we describe two examples of the above that came out of the laboratories of two of the pioneers of nucleic acid research in the area of protein biosynthesis, Paul Berg and Donald Crothers.
View Article and Find Full Text PDFDeep learning models have demonstrated remarkable success in multi-organ segmentation but typically require large-scale datasets with all organs of interest annotated. However, medical image datasets are often low in sample size and only partially labeled, i.e.
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