Kumar Rajamani
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View article: Automatic Contouring of Spinal Vertebrae on X-Ray using a Novel Sandwich U-Net Architecture
Automatic Contouring of Spinal Vertebrae on X-Ray using a Novel Sandwich U-Net Architecture Open
In spinal vertebral mobility disease, accurately extracting and contouring vertebrae is essential for assessing mobility impairments and monitoring variations during flexion-extension movements. Precise vertebral contouring plays a crucial…
View article: Phenotypic characterization and genetic variability of Muthu Mullai mutants ofJasminum auriculatum for induction of homeotic mutants
Phenotypic characterization and genetic variability of Muthu Mullai mutants ofJasminum auriculatum for induction of homeotic mutants Open
An experiment was conducted during 2021–23 at Tamil Nadu Agricultural University, Coimbatore, Tamil Nadu to create genetic variation in Jasminum auriculatum (Vahl.) by inducing mutation using physical and chemical means, through gamma rays…
View article: Toward Detecting and Addressing Corner Cases in Deep Learning Based Medical Image Segmentation
Toward Detecting and Addressing Corner Cases in Deep Learning Based Medical Image Segmentation Open
Translating machine learning research into clinical practice has several challenges. In this paper, we identify some critical issues in translating research to clinical practice in the context of medical image segmentation and propose stra…
View article: Classification of Low-Grade and High-Grade Glioma from MR Brain Images Using Multiple-Instance Learning with Combined Feature Set
Classification of Low-Grade and High-Grade Glioma from MR Brain Images Using Multiple-Instance Learning with Combined Feature Set Open
Fully automatic brain image classification of MR brain images is of great importance for research and clinical studies, since the precise detection may lead to a better treatment. In this work, an efficient method based on Multiple-Instanc…
View article: A Novel Attention-Based Gated Recurrent Unit and its Efficacy in Speech Emotion Recognition
A Novel Attention-Based Gated Recurrent Unit and its Efficacy in Speech Emotion Recognition Open
Notwithstanding the significant advancements in the field of deep learning, the basic long short-term memory (LSTM) or Gated Recurrent Unit (GRU) units have largely remained unchanged and unexplored. There are several possibilities in adva…
View article: Dynamic deformable attention (DDANet) for semantic segmentation
Dynamic deformable attention (DDANet) for semantic segmentation Open
Deep learning based medical image segmentation is an important step within diagnosis, which relies strongly on capturing sufficient spatial context without requiring too complex models that are hard to train with limited labelled data. Tra…
View article: Dynamic deformable attention (DDANet) for semantic segmentation
Dynamic deformable attention (DDANet) for semantic segmentation Open
Deep learning based medical image segmentation is an important step within diagnosis, which relies strongly on capturing sufficient spatial context without requiring too complex models that are hard to train with limited labelled data. Tra…
View article: Amyloid spells
Amyloid spells Open
A 66-year-old woman presented with a history of recurrent, transient neurologic symptoms including limb shaking, focal paresthesias, focal weakness, dysphasia, and unresponsiveness. The episodes showed no preference for time of day, lasted…
View article: Tolosa-Hunt Syndrome
Tolosa-Hunt Syndrome Open
Keywords neuro-ophthalmology, clinical specialty, neuroradiology, clinical specialty, ophthalmoplegia, cranial nerve diseases, Tolosa-Hunt syndrome, cranial nerve diseases
View article: A Novel Skull Stripping and Enhancement Algorithm for the Improved Brain Tumor Segmentation using Mathematical Morphology
A Novel Skull Stripping and Enhancement Algorithm for the Improved Brain Tumor Segmentation using Mathematical Morphology Open
Human brain is a complex system, made up of neurons and glial cells.Nothing in the universe can compare with the functioning of human brain.Due to its complex nature, the diseases affected on the brain is also very complex in nature.Brain …