Low anterior rectal resection is an effective way to treat rectal cancer at present, but it is easy to cause low anterior resection syndrome after surgery; so, a comprehensive diagnosis of defecation and pelvic floor function must be carried out. There are few studies on the classification of diagnoses in the field of intestinal diseases. In response to these outstanding problems, this research will focus on the design of the intestinal function diagnosis system and the image processing and classification algorithm of the intestinal wall to verify an efficient fusion method, which can be used to diagnose the intestinal diseases in clinical medicine. The diagnostic system designed in this paper makes up for the singleness of clinical monitoring methods. At the same time, the Res-SVDNet neural network model is used to solve the problems of small intestinal image samples and network overfitting, and achieve efficient fusion diagnosis of intestinal diseases in patients. Different models were used to compare experiments on the constructed datasets to verify the applicability of the Res-SVDNet model in intestinal image classification. The accuracy of the model was 99.54%, which is several percentage points higher than other algorithm models.

Download full-text PDF

Source
http://dx.doi.org/10.1063/5.0100192DOI Listing

Publication Analysis

Top Keywords

intestinal image
12
intestinal diseases
12
image classification
8
low anterior
8
efficient fusion
8
intestinal
7
improved intestinal
4
image
4
classification
4
classification lars
4

Similar Publications

Postnatal establishment of enteric metabolic, host-microbial and immune homeostasis is the result of precisely timed and tightly regulated developmental and adaptive processes. Here, we show that infection with the invasive enteropathogen Typhimurium results in accelerated maturation of the neonatal epithelium with premature appearance of antimicrobial, metabolic, developmental, and regenerative features of the adult tissue. Using conditional Myd88-deficient mice, we identify the critical contribution of immune cell-derived mediators.

View Article and Find Full Text PDF

Intra-abdominal lymphangioma, a rare benign lymphatic malformation resulting from an obstruction to lymphatic channels, often has non-specific clinical manifestations. Low incidence rates of this condition, paired with its unusual presentation and ambiguous radiological appearance, commonly lead to diagnostic uncertainty. This pathology can result in significant morbidity and mortality, emphasising the need to achieve early diagnosis and management despite these challenges.

View Article and Find Full Text PDF

é .

BMJ Case Rep

January 2025

Northern Beaches Hospital, Frenchs Forest, New South Wales, Australia.

Littré hernia is the rare protrusion of a Meckel's diverticulum (MD) through a hernia sac. We present a rare case of strangulated MD in a woman patient in her 90s, which required a small intestine resection. She presented with 1 day of groin swelling, no features of bowel obstruction and an irreducible hernia on examination.

View Article and Find Full Text PDF

Background: Colorectal obstruction is a critical condition requiring prompt diagnosis and intervention. Gastrografin, a water-soluble contrast agent, combines diagnostic and therapeutic benefits, facilitating bowel cleansing and enhancing intestinal motility. This study assessed the safety and effectiveness of Gastrografin enemas in emergency settings.

View Article and Find Full Text PDF

Background: The prognostic value of tumor regression grade (TRG) after neoadjuvant chemoradiotherapy for rectal cancer is inconsistent in the literature. Both TRG and post-therapy lymph node (ypN) status could reflect the efficacy of neoadjuvant therapy. Here, we explored whether TRG combined with ypN status could be a prognostic factor for MRI-based lymph node-positive (cN+) rectal cancer following neoadjuvant chemoradiotherapy.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!