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"Diffusion Kernel Attention Network for Brain Disorder Classification" by Jianjia Zhang, Luping Zhou et al.

Constructing and analyzing functional brain networks (FBN) has become a promising approach to brain disorder classification. However, the conventional successive construct-and-analyze process would limit the performance due to the lack of interactions and adaptivity among the subtasks in the process. Recently, Transformer has demonstrated remarkable performance in various tasks, attributing to its effective attention mechanism in modeling complex feature relationships. In this paper, for the first time, we develop Transformer for integrated FBN modeling, analysis and brain disorder classification with rs-fMRI data by proposing a Diffusion Kernel Attention Network to address the specific challenges. Specifically, directly applying Transformer does not necessarily admit optimal performance in this task due to its extensive parameters in the attention module against the limited training samples usually available. Looking into this issue, we propose to use kernel attention to replace the o ....

Diffusion Kernel Attention Network , Attention Network , Rain Disease Classification , Brain Modeling , Drain Network , Diffusion Process , Feature Extraction , Task Analysis , Time Series Analysis ,

"Automated Radiographic Report Generation Purely On Transformer: A Mult" by Zhanyu Wang, Hongwei Han et al.

Automated radiographic report generation is challenging in at least two aspects. First, medical images are very similar to each other and the visual differences of clinic importance are often fine-grained. Second, the disease-related words may be submerged by many similar sentences describing the common content of the images, causing the abnormal to be misinterpreted as the normal in the worst case. To tackle these challenges, this paper proposes a pure transformer-based framework to jointly enforce better visual-textual alignment, multi-label diagnostic classification, and word importance weighting, to facilitate report generation. To the best of our knowledge, this is the first pure transformer-based framework for medical report generation, which enjoys the capacity of transformer in learning long range dependencies for both image regions and sentence words. Specifically, for the first challenge, we design a novel mechanism to embed an auxiliary image-text matching objective into the ....

Image Caption , Mage Text Matching , Edical Report Generation ,

Global Transformer Oil Market would Register a Healthy Growth Rate USD 6.71 billion by 2027 : Fior Markets

As per the report published by Fior Markets, The global Transformer Oil market is expected to grow from USD 3.52 billion in 2019 to USD 6.71 billion by 2027, at ....

United States , Petrochina Jinzhou , Read Top Industries , Apar Industries , Petrochina Company , Transformer Oil Market By Type Bio , Cargill Inc , Mergon International , Dairen Chemical Corporation , Transformer Oil , Head Of Business Development , Transformer Oil Market By Type , Bio Based Transformer Oil , Mineral Based Transformer Oils , Silicone Based Transformer Oils , Power Transformer , Small Scale Transformers , Distribution Transformer , Instrument Transformer , Global Industry Analysis , Market Size , Fior Markets , Free Sample Copy , Petrochina Company Limited , Sinopec Lubricant , Dairen Chemical ,

Jefferson City transformer manufacturing facility to receive $10 million boost

The investment is aimed at expanding and enhancing the factory s manufacturing capabilities. ....

United States , Jefferson City , Mike Parson , Mike Parson Govparson , Hitachi Energy , Congratulations To Hitachi Energy , Missouri Department Of Economic Development , Missouri Department , Economic Development , Governor Mike Parson , Central Missouri , Mike Parson , Ews Release , Press Release , Hitachi Energy Jefferson City , Hitachi Energy , Electric Grids , Efferson City Jobs , Efferson City Transformer Manufacturing Facility , Greg Callahan ,

Faulty transformer leaves 1,800 without power Monday in Hammond, NIPSCO says

The outage began at 7:13 a.m. and crews were on site shortly after working to restore service, NIPSCO said. ....

Megan Henning , Indiana University , Lake County Sheriff Department , Lake County Government Center , Crown Point , Lake County Sheriff , Laporte County Courts , Social Justice , Porter County , Megan Henning , Lake County , Utility Pole ,