ABSTRACT
In order to address the issues of spatial induction bias and lack of effective representation of global contextual information in colon polyp image segmentation, which lead to the loss of edge details and mis-segmentation of lesion areas, a colon polyp segmentation method that combines Transformer and cross-level phase-awareness is proposed. The method started from the perspective of global feature transformation, and used a hierarchical Transformer encoder to extract semantic information and spatial details of lesion areas layer by layer. Secondly, a phase-aware fusion module (PAFM) was designed to capture cross-level interaction information and effectively aggregate multi-scale contextual information. Thirdly, a position oriented functional module (POF) was designed to effectively integrate global and local feature information, fill in semantic gaps, and suppress background noise. Fourthly, a residual axis reverse attention module (RA-IA) was used to improve the network's ability to recognize edge pixels. The proposed method was experimentally tested on public datasets CVC-ClinicDB, Kvasir, CVC-ColonDB, and EITS, with Dice similarity coefficients of 94.04%, 92.04%, 80.78%, and 76.80%, respectively, and mean intersection over union of 89.31%, 86.81%, 73.55%, and 69.10%, respectively. The simulation experimental results show that the proposed method can effectively segment colon polyp images, providing a new window for the diagnosis of colon polyps.
Subject(s)
Humans , Colonic Polyps/diagnostic imaging , Computer Simulation , Electric Power Supplies , Semantics , Image Processing, Computer-AssistedABSTRACT
OBJECTIVE:To promote the realization of intelligent management for narcotic and first type psychotropic drugs (narcotic and psychotropic drugs for short)in hospital. METHODS:With the aid of fingerprint identification technology and hardware devices such as intelligent storage cabinet,intelligent management for narcotic and psychotropic drugs were designed and developed in our hospital,including prescription dispensing,cardinal drug supplement,empty bottle recycling,changing shifts, etc. The effects of the system were evaluated 30 d before and after the implementation of the system through comparing related indexes. RESULTS:The application of intelligent management system for narcotic and psychotropic drugs realized intelligent dispensing of narcotic and psychotropic drugs,automatic checking during cardinal drug supplement,automatic information record during empty bottle recycling,automatic record during changing shifts,intelligent and information management on"five specific management"for narcotic and psychotropic drugs. Compared with before the implementation of the system,the duration of daily changing shifts was shortened from(13.62±0.40)min to(8.67±0.33)min,shortening by 4.95 min in average(n=30).The time of prescription dispensing was shortened from(30.36±0.48)min to(10.56±0.46)min,shortening by 19.80 min(n=30). The collecting time of cardinal drug supplement was shortened from(12.72±0.97)min to(0.13±0.03)min,shortening by 12.59 min (n=30). No drug dispensing error was found after the implementation of the system. CONCLUSIONS:The system is stable and convenient,which promotes that intelligent management for narcotic and psychotropic drugs is in line with the requirements of"five specific management". It also realizes intelligent and information operation,improves work efficiency and error prevention ability.
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OBJECTIVE:To improve the hospital workflow and efficiency in temporary drug purchase approval process. METHODS:The approval function for temporary drug purchase was introduced into office automation(OA)system in our hospi-tal,and the effects were evaluated. RESULTS:According to ensuring the administrative approval process,system function permis-sion assignment and approval process design in temporary drug purchase in our hospital,functions for approving temporary drug purchase were established in OA system. It achieved convenient,efficient,timely,networking and paperless approval work,as well as standardized record,checking out at any time and automatic statistics for drug purchase. CONCLUSIONS:Introducing tem-porary drug purchase approval function into hospital OA system can simplify workflow,provide better service for clinic,and pro-mote development of hospital pharmacy management.
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OBJECTIVE:To improve the drug comprehensive management level of peacekeeping medical team,achieve dynam-ic management of drug information and network. METHODS:The design and development of drug management system of peace-keeping medical team were introduced in terms of overall system architecture,technical routes,system function design,etc.,and the application effect was evaluated. RESULTS:The system was designed by referencing military hospital No.1 drug management system,adopting C/S two-tier architecture,which included system settings,drug dictionary management,inventory management and other 8 modules and numbers of sub-modules. It achieved drug getting out and entering warehouse,supplying maintenance man-agement,prescription dispensing,drug withdrawal and inquiries,expendable drug monitoring,rotation transfer export data,the whole English electronic medical instruments generation,data query statistics,timely query of drugs and disease diagnosis knowl-edge base and other functions. The application of system standardized drug management and significantly improved working efficien-cy of physicians and pharmacists. CONCLUSIONS:The application of the system promotes the transform of drug management from extensive management model to elaborating management model,and the data is safe and easy to operate.
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OBJECTIVE:To develop the drug traceability management system in outpatients of medical institutions,and gradu-ally improve its traceability management. METHODS:Based on barcode technology,drug traceability management system in outpa-tients of medical institutions was independently developed,introducing it from system environment,framework design and system function,and the application results were evaluated in terms of differences in dispensing time,deployment error,drug withdrawal treatment and applicability investigation. RESULTS:The system was developed on hospital information system network environ-ment,which was designed by combination of client/server(C/S)network system(B/S)and set function modules as follows as role rights management,data extraction,information control,data acquisition and data query. The system can match with drug electron-ic surveillance code,commodity code and other traceable barcodes,achieve drug tracing from hospitals to users through software interaction,as well as the computer-aided calibration in dispensing to effectively reduce outpatient's dispensing error. The average time for each outpatient prescription prolonged 9 s after using the system;24 dispensing errors and 4 non-normal withdrawals were prevented within 1 month;100% surveyed pharmacists expressed approval for the system's applicability. CONCLUSIONS:The system can achieve the drug suitability management in outpatients,which has shown good applicability and further improved drug safety management and control capabilities in medical institutions.
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Objective To develop a HIS architecture based on.NET in C/S environment,so that the different functional modules of the HIS can be easily loaded into the architecture to improve the efficiency of HIS development and reduce development costs.Methods The proposed HIS architecture underwent hierarchical structure design,and was composed of boundary,logic,data access and physical layers.The user input data through the boundary layer,responded to the user request through the logic layer,and reacted to the request from the logic layer through the data access layer to realize database access.The boundary,logic and data access layers transferred data through the physical layer which was used as the data carrier.C# language of Visual Studio 2008 was applied to the development of the architecture program.Results The system could conveniently load each function module in HIS of the hospital,which greatly facilitated the developer to control the function of the program.Conclusion The system meets the requirements of medical staff and management to the software,improves the efficiency of HIS system development,and reduces the cost of system development.
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Objective To analyse and solve the difficulties and countermeasures in continuously proving medical gas. Methods Aiming at the difficulties of continuously proving medical gas, oxygen produced are mostly canned by oxygen compressor, and are transported to every function module through connecting oxygen jars. Results Medical gas module was taken into full play to meet reasonable demand for continuously providing oxygen. Conclusion It is suitable for other field module hospital to use for reference in the action of medical succor of disaster.