Daily Archives: April 26, 2025

Deep Learning for Liver Segmentation
Authors:-Amarnath Chigurupati. Madhuri Sirasanagandla. Ankit Kommalapati. Siddique Ibrahim Peer Mohammed, Madhuri Sirasanagandla

Abstract-Liver cancer is becoming a huge threat to global health health, where early detection and accurate diagnosis are crucial for effective treatment [1]. Our research on deep learning- A based learning system for automatic segmentation of the liver and The tumor from computed tomography (CT) images is highlighted, using a U-Net model integrated with ResNet-34, which acts as a backbone [2]. This model is trained on the Liver Tumor Segmentation Challenge (LiTS) dataset, which is a standard for This type of problem [2]. Training a high-performance model, The project itself differentiates with the development of a user- friendly GUI with the help of the Python package PyQt5, making It is possible to achieve real- time visualization and user-friendly interaction for the end users like radiologists, students, and researchers [10] . This interface helps in taking input as an image in the form of a JPG, predicts segmentation tasks, and compares the results With the grayscale liver anatomy structures. Our model delivers high accuracy in segmentation, obtaining a high accuracy Dice coefficient of 98.20% with an extraordinary precision, recall, and f-score up to 99.89%, making it usable for real-time scenarios like clinical and research purposes Index Terms—Liver Segmentation, Deep Learning, U-Net, ResNet-34, FastAI, PyQt5.

DOI: 10.61137/ijsret.vol.11.issue2.375/a>

Published by: Kajal Tripathi

Young scholars and students often look for academic and research platforms that provide free publication charge journals. As a newbie in the field they lack motivation and guidance how to complete the publication process without financial support. These platforms provide assistance in getting hands on crucial websites that support young academicians throughout the paper publication process for best free journal publication. Although free publication charge journals exist, they are partially chargeable. This blog will help scholars how a research paper should be written to get accepted by the free of charge journals.

Submit Your Paper  / Check Publication Charges

There are many things that one should pay attention to when publishing research papers.

• Proofread – one should proofread their manuscript prior to submission. Academic or research papers cross various levels to get published. It has to be grammatical error free otherwise get rejected just after the submission.

• Literature review – scholars need to read 10-15 research papers published in related field. This in depth reading of research articles help one to understand the need of the hour, develop critical thinking, highlight prominent areas for research, etc.

• Title – one should keenly pay attention to the research paper title, it plays a crucial role in getting the reader’s attention. An ideal title represents the research paper through the title and helps in discovering different search engines.

• Methodology/survey – scholars should write down the methodologies and source of data collection and inspirations clearly. It will help reviewer in analysing the content easily.

• Result – result section should be well written and presentable enough to attract readers attention, one should include tables, charts, figures, diagrams, graphs to elaborate the outcomes. It is suggested to not interpret each and everything as they all can be discussed in the discussion part of the paper.

• Conclusion – write a well structured conclusion that summarized all the research and present a lasting impression on the readers with some future questions related to the research.

Apart from that, scholars looking for better career opportunities in India and abroad often need to present good academic and research orientation in their research field. Research publication in their respective field can be useful for the further advancement of their career. One can submit their research work in an international journal for scientific research and engineering technology. This journal provide easy and fast publications in the field of science, engineering, social sciences, mathematics and humanities. Authors related to the field can share their manuscripts for review and publications in it.

Published by: Neeraj Mishra

Work –Life Balance of Women Employees: Challenges and Strategies
Authors:-Greeshma Muraly

Abstract-Women across the world encounter difficulties in managing what their professional work and personal life. These research paper exams the difficulties of workload and life balancing in women particularly among working women and entrepreneurs. It analysis the key factors affecting work life balance, the impact of overload on mental and Physical health and Strategies for achieving stability. This paper also highlights policies and support systems that can help woman in managing the responsibilities effectively.

DOI: 10.61137/ijsret.vol.11.issue2.374/a>

Published by: Kajal Tripathi