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MARIE:One-Stage Object Detection Mechanism for Real-Time Identifying of Firearms 被引量:1
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作者 Diana Abi-Nader Hassan Harb +4 位作者 Ali Jaber Ali Mansour Christophe Osswald Nour Mostafa Chamseddine Zaki 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期279-298,共20页
Security and safety remain paramount concerns for both governments and individuals worldwide.In today’s context,the frequency of crimes and terrorist attacks is alarmingly increasing,becoming increasingly intolerable... Security and safety remain paramount concerns for both governments and individuals worldwide.In today’s context,the frequency of crimes and terrorist attacks is alarmingly increasing,becoming increasingly intolerable to society.Consequently,there is a pressing need for swift identification of potential threats to preemptively alert law enforcement and security forces,thereby preventing potential attacks or violent incidents.Recent advancements in big data analytics and deep learning have significantly enhanced the capabilities of computer vision in object detection,particularly in identifying firearms.This paper introduces a novel automatic firearm detection surveillance system,utilizing a one-stage detection approach named MARIE(Mechanism for Realtime Identification of Firearms).MARIE incorporates the Single Shot Multibox Detector(SSD)model,which has been specifically optimized to balance the speed-accuracy trade-off critical in firearm detection applications.The SSD model was further refined by integrating MobileNetV2 and InceptionV2 architectures for superior feature extraction capabilities.The experimental results demonstrate that this modified SSD configuration provides highly satisfactory performance,surpassing existing methods trained on the same dataset in terms of the critical speedaccuracy trade-off.Through these innovations,MARIE sets a new standard in surveillance technology,offering a robust solution to enhance public safety effectively. 展开更多
关键词 Firearm and gun detection single shot multi-box detector deep learning one-stage detector MobileNet INCEPTION convolutional neural network
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Urgent one-stage endoscopic treatment for choledocholithiasis related moderate to severe acute cholangitis: A propensity scorematched analysis
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作者 Yang Zhou Yin-Qiu Zhang +4 位作者 Shuai-Jing Huang Yan Liang Xiao Liang Masoom Wali Ya-Dong Feng 《World Journal of Gastroenterology》 SCIE CAS 2024年第15期2118-2127,共10页
BACKGROUND During emergency endoscopic retrograde cholangiopancreatography(ERCP),the safety and feasibility of performing one-stage endoscopic treatment for patients with acute cholangitis(AC)due to choledocholithiasi... BACKGROUND During emergency endoscopic retrograde cholangiopancreatography(ERCP),the safety and feasibility of performing one-stage endoscopic treatment for patients with acute cholangitis(AC)due to choledocholithiasis are unclear.AIM To investigate the safety and feasibility of one-stage endoscopic treatment for moderate to severe AC.METHODS We enrolled all patients diagnosed with moderate to severe cholangitis due to common bile duct stones from January 2019 to July 2023.The outcomes were compared in this study between patients who underwent ERCP within 24 h and those who underwent ERCP 24 h later,employing a propensity score(PS)frame-work.Our primary outcomes were intensive care unit(ICU)admission rates,ICU length of stay,and duration of antibiotic use.RESULTS In total,we included 254 patients and categorized them into two groups based on the time elapsed between admission and intervention:The urgent group(≤24 h,n=102)and the elective group(>24 h,n=152).Ninety-three pairs of patients with similar characteristics were selected by PS matching.The urgent ERCP group had more ICU admissions(34.4%vs 21.5%,P=0.05),shorter ICU stays(3 d vs 9 d,P<0.001),fewer antibiotic use(6 d vs 9 d,P<0.001),and shorter hospital stays(9 d vs 18.5 d,P<0.001).There were no significant differences observed in adverse events,in-hospital mortality,recurrent cholangitis occurrence,30-d readmission rate or 30-d mortality.CONCLUSION Urgent one-stage ERCP provides the advantages of a shorter ICU stay,a shorter duration of antibiotic use,and a shorter hospital stay. 展开更多
关键词 Acute cholangitis Endoscopic retrograde cholangiopancreatography one-stage treatment Optimal time
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Security Assurance for One-stage Resection of Left Colon Cancer with Acute Obstruction—Thorough and Prompt Enteral Decompression without Contamination 被引量:12
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作者 彭淑牖 何小伟 +3 位作者 刘颖斌 李江涛 王建伟 钱浩然 《The Chinese-German Journal of Clinical Oncology》 CAS 2005年第1期8-10,65,共4页
Objective: Thorough, prompt enteral decompression technique without contamination was de- veloped to ensure safety for emergent colon resection and primary anastomosis. Methods: After isolating the mesentery, the “to... Objective: Thorough, prompt enteral decompression technique without contamination was de- veloped to ensure safety for emergent colon resection and primary anastomosis. Methods: After isolating the mesentery, the “to be resected colon segment” was cut at its lower end, then the proximal cut end was put into a plastic bag which was adhered to one side of the operating table. After releasing the clamp, the content could ?ow into this bag. The operator could squeeze the bowel with two hands by turns, from proximal to farness, and from small bowel to large bowel, until the entire bowel content was fully discharged. Then the upper end of this “to be resected colon segment” was cut, and was removed together with the plastic bag. Results: 31 cases of left colon cancer with acute obstruction were decompressed with this technique. They all recovered smoothly, without anastomosis ?stula. Another 6 cases of hepatic seg- mentectomy with incidental colonectomy were decompressed with this technique and had the same results. This technique was also used in di?erent kinds of acute small intestinal obstruction and gained satisfactory results. Conclusion: This technique could be considered as the preferable choice for intraoperative enteral decompression. 展开更多
关键词 enteral decompression left colon one-stage anastomosis peritoneal contamination
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基于机器学习One-stage目标检测算法的塑料自动识别系统 被引量:9
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作者 李洪波 廖详刚 陈立 《塑料科技》 CAS 北大核心 2020年第12期86-89,共4页
针对当前日益严重的塑料污染问题,对于塑料垃圾的检测识别,开发了基于机器学习One-stage目标检测领域中YOLOv2算法的塑料自动识别系统。系统构建了目标检测的神经网络,结合塑料垃圾公开数据集进行训练,从而实现实时塑料垃圾检测网络系... 针对当前日益严重的塑料污染问题,对于塑料垃圾的检测识别,开发了基于机器学习One-stage目标检测领域中YOLOv2算法的塑料自动识别系统。系统构建了目标检测的神经网络,结合塑料垃圾公开数据集进行训练,从而实现实时塑料垃圾检测网络系统。同时,采用塑料垃圾数据进行系统测试,设置分样本准确率、召回率、综合平均精确率等评估参数进一步实现对系统的评估。结果表明:基于机器学习One-stage目标检测算法的塑料自动识别系统能够有效完成识别任务,综合平均精确率在87.3%左右,可以快速准确地将环境中的塑料从较为复杂的自然环境中检测出来,对解决塑料污染有较好的实际意义。 展开更多
关键词 机器学习 one-stage目标识别 YOLO算法 塑料检测
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One-stage revision arthroplasty in a patient with ochronotic arthropathy accompanied by joint infection:A case report
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作者 Xiao-Chao Wang Xiao-Min Zhang +6 位作者 Wan-Ling Cai Zhen Li Chao Ma Yi-Hai Liu Qi-Lian He Tian-Sheng Yan Xue-Wei Cao 《World Journal of Clinical Cases》 SCIE 2022年第25期9036-9043,共8页
BACKGROUND Ochronotic arthropathy(OcA)is a rare disease,which is caused by the accumulation of homogentisic acid in the joint.Patients with OcA have obvious joint pain and the disease progresses rapidly,eventually res... BACKGROUND Ochronotic arthropathy(OcA)is a rare disease,which is caused by the accumulation of homogentisic acid in the joint.Patients with OcA have obvious joint pain and the disease progresses rapidly,eventually resulting in disability.Arthroplasty is an efficacious treatment in patients with OcA.However,when OcA patients have joint infection,is joint replacement an option?In the present report,we performed total knee arthroplasty in a patient with OcA and knee infection under the guidance of one-stage revision theory.CASE SUMMARY A 64-year-old male was referred to our hospital due to severe left knee pain with limited mobility for 2 years.On physical examination,the patient was found to have dark brown pigmentation of the sclera and auricle.Laboratory test results showed elevations in C-reactive protein level(65.79 mg/L)and erythrocyte sedimentation rate(90.00 mm/h).The patient underwent debridement of the left knee joint,during which the cartilage surface of the knee joint was found to be black-brown in color.Bacterial culture of synovial fluid revealed Achromobacter xylosoxidans.We then carried out arthroplasty under the guidance of the theory of one-stage revision.After surgery,the patient’s left knee joint pain disappeared and function recovered without joint infection.CONCLUSION OcA accompanied by joint infection is rare.One-stage revision arthroplasty may be a treatment option for this disease. 展开更多
关键词 Ochronotic arthropathy Arthroplasty one-stage revision ALKAPTONURIA Homogentisic acid Case report
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A Rare Long Term Survival Case of Complete Pentalogy of Cantrell in Adult after One-Staged Surgery
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作者 Hao Hong Nianguo Dong +4 位作者 Mingxing Xie Lin Li Si Chen Wengang Sun Xiaoqing Hu 《Congenital Heart Disease》 SCIE 2021年第5期513-518,共6页
Pentalogy of Cantrell is a rare congenital abnormality.Even with high-quality medical care and staged corrective surgeries in professional hospitals,the mortality rate is still very high and long-term prognosis is poo... Pentalogy of Cantrell is a rare congenital abnormality.Even with high-quality medical care and staged corrective surgeries in professional hospitals,the mortality rate is still very high and long-term prognosis is poor.Survival is largely determined by the complexity and severity of cardiac abnormalities,the efficiency of abdominal wall closure and postoperative complications.A 24-year-old male patient with complete pentalogy of Cantrell was diagnosed.One-stage surgical repair of all abnormalities were completed.The patient recovered well and had been follow-up for 7 years.He has a good cosmetic outcome,with no signs of cardiac dysfunction.No complications were noted. 展开更多
关键词 Pentalogy of cantrell ADULT one-stage surgery
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Should we use similar perioperative protocols in patients undergoing unilateral and bilateral one-stage total knee arthroplasty?
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作者 Artit Laoruengthana Piti Rattanaprichavej +3 位作者 Parin Samapath Bhuwad Chinwatanawongwan Pariphat Chompoonutprapa Krit Pongpirul 《World Journal of Orthopedics》 2022年第1期58-69,共12页
BACKGROUND Bilateral one-stage total knee arthroplasty(BTKA)is now in greater use as an alternative option for patients with bilateral end-stage knee arthropathy.However,postoperative pain and disablement during conva... BACKGROUND Bilateral one-stage total knee arthroplasty(BTKA)is now in greater use as an alternative option for patients with bilateral end-stage knee arthropathy.However,postoperative pain and disablement during convalescence from BTKA,and procedure-related complications have been concerning issues for patients and surgeons.Although some studies reported that BTKA in selected patients is as safe as the staged procedure,well-defined guidelines for patient screening,and perioperative care and monitoring to avoid procedure-related complications are still controversial.AIM To compare the perioperative outcomes including perioperative blood loss(PBL),cardiac biomarkers,pain intensity,functional recovery,and complications between unilateral total knee arthroplasty(UTKA)and BTKA performed with a similar perioperative protocol.METHODS We conducted a retrospective study on consecutive patients undergoing UTKA and BTKA that had been performed by a single surgeon with identical perioperative protocols.The exclusion criteria of this study included patients with an American Society of Anesthesiologists score>3,and known cardiopulmonary comorbidity or high-sensitivity Troponin-T(hs-TnT)>14 ng/L.Outcome measures included visual analogue scale(VAS)score of postoperative pain,morphine consumption,range of knee motion,straight leg raise(SLR),length of stay(LOS),and serum hemoglobin(Hb)and hs-TnT monitored during hospitalization.RESULTS Of 210 UTKA and 137 BTKA patients,those in the BTKA group were younger and more predominately female.The PBL of the UTKA vs BTKA group was 646.45±272.26 mL vs 1012.40±391.95 mL(P<0.01),and blood transfusion rates were 10.48%and 40.88%(P<0.01),respectively.Preoperative Hb and body mass index were predictive factors for blood transfusion in BTKA,whereas preoperative Hb was only a determinant in UTKA patients.The BTKA group had significantly higher VAS scores than the UTKA group at 48,72,and 96 h after surgery,and also had a significantly lower degree of SLR at 72 h.The BTKA group also had a significantly longer LOS than the UTKA group.Of the patients who had undergone the procedure,5.71%of the UTKA patients and 12.41%of the BTKA patients(P=0.04)had hs-TnT>14 ng/L during the first 72 h postoperatively.However,there was no difference in other outcome measures and complications.CONCLUSION Following similar perioperative management,the blood transfusion rate in BTKA is 4-fold that required in UTKA.Also,BTKA is associated with higher pain intensity at 48 h postoperatively and prolonged LOS when compared to the UTKA.Hence,BTKA patients may require more extensive perioperative management for blood loss and pain,even if having no higher risk of complications than UTKA. 展开更多
关键词 Bilateral one-stage total knee arthroplasty Unilateral total knee arthroplasty Blood loss Postoperative pain High-sensitivity Troponin-T Cardiovascular events
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One-Stage Bilateral Total Hip Arthroplasty for Hemophilic Spontaneous Ankylotic Hip: A Case Report
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作者 Mariko Asahi Atsushi Kusaba +2 位作者 Akihiko Maeda Saiji Kondo Takahide Tsuchiya 《Case Reports in Clinical Medicine》 2020年第9期269-274,共6页
Total hip arthroplastys (THAs) for hemophilic spontaneous ankylotic hips are rare. We performed one-stage bilateral THA for hemophilic patient and I would like to report the results of the case. A 61-year-old male had... Total hip arthroplastys (THAs) for hemophilic spontaneous ankylotic hips are rare. We performed one-stage bilateral THA for hemophilic patient and I would like to report the results of the case. A 61-year-old male had been diagnosed with mild hemophilia A as a neonate. He had severe pain in both hips and moderate pain in both knees. His hips were ankylotic and had no mobility. Uncemented simultaneous bilateral THAs were performed under general anesthesia. This case suggests that one-stage THA can be a good option for hemophilic hips, provided that sufficient substitution therapy is used. 展开更多
关键词 Hemophilic Arthropathy one-stage Bilateral THA COMPLICATION
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One-stage urethroplasty with circumferential vascular pedicle preputial island flap for perineal hypospadias
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作者 朱再生 《外科研究与新技术》 2011年第4期268-269,共2页
Objective To report the treatment of perineal hypospadias with one - stage urethroplaty with circumferential vascular pedicle preputial island flap. Methods A circumferential incision was made proximal to the cprona a... Objective To report the treatment of perineal hypospadias with one - stage urethroplaty with circumferential vascular pedicle preputial island flap. Methods A circumferential incision was made proximal to the cprona and the urethral plate to correct chordee. A U - shaped skin incision was then made surrounding the meatus。 展开更多
关键词 one-stage urethroplasty with circumferential vascular pedicle preputial island flap for perineal hypospadias
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One-stage mastopexy and augmentation mammoplasty in layers: outcome analysis of first 50 consecutive cases
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作者 Umar Daraz Khan 《Plastic and Aesthetic Research》 2018年第11期7-20,共14页
Aim: The single-stage procedure is a challenging procedure for Plastic Surgeons. The single-stage layered mastopexy with augmentation is a new technique that is aiming to add safety, preserving breast function and to ... Aim: The single-stage procedure is a challenging procedure for Plastic Surgeons. The single-stage layered mastopexy with augmentation is a new technique that is aiming to add safety, preserving breast function and to restore normal parameters of breast. Methods: A retrospective chart review of 50 consecutive cases of layered mastopexy with augmentation mammoplasties was performed. All patients had their implants placed in muscle splitting pocket. Incisions for mastopexy were selected on the basis of nipple areolar complex to inframammary crease. Mastopexy is performed using a medially based pedicle, leaving a sufficient tissue covering the implant. Patients were divided into three groups. Group 'A' who had periareolar mastopexy, Group 'B' had vertical scar mastopexy and Group 'C' patients had mastopexy with Wise pattern markings. Results: Group A comprised 11 patients. The mean age was 28.82± 7.01 years, mean preoperative and postoperative nipple areolar complex (NAC) to IMC measurement was recorded in 10 patients with the mean of 7.15± 1.98 cm and 8.35± 1.18 cm respectively. Mean size of the implant used was 379.55± 77.18 cm3. Group B comprised 29 patients. Mean age was 35.17± 12.37 years and the mean preoperative and postoperative NAC to IMC crease was 8.53± 1.48 cm and 9.72± 1.51 cm respectively. The mean implant size used was 289.48± 109 cm3. Group C had 10 patients. Mean age was 39.60± 12.15 years and the mean preoperative and postoperative NAC to IMC crease of 10.11± 1.24 cm and 8.75± 0.98 cm respectively. The mean implant size used was 287.00± 55.08 cm3. Conclusion: The procedure allows better arterial supply, wider area for venous and lymphatic drainage, better sensory innervation to NAC and maximises lactation potential of the breast. 展开更多
关键词 MASTOPEXY augmentation MAMMOPLASTY augmentation with MASTOPEXY MUSCLE SPLIT technique one-stage mastyopexy with augmentation
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Damage Detection of X-ray Image of Conveyor Belts with Steel Rope Cores Based on Improved FCOS Algorithm
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作者 WANG Baomin DING Hewei +1 位作者 TENG Fei LIU Hongqin 《Journal of Shanghai Jiaotong university(Science)》 2025年第2期309-318,共10页
Aimed at the long and narrow geometric features and poor generalization ability of the damage detection in conveyor belts with steel rope cores using the X-ray image,a detection method of damage X-ray image is propose... Aimed at the long and narrow geometric features and poor generalization ability of the damage detection in conveyor belts with steel rope cores using the X-ray image,a detection method of damage X-ray image is proposed based on the improved fully convolutional one-stage object detection(FCOS)algorithm.The regression performance of bounding boxes was optimized by introducing the complete intersection over union loss function into the improved algorithm.The feature fusion network structure is modified by adding adaptive fusion paths to the feature fusion network structure,which makes full use of the features of accurate localization and semantics of multi-scale feature fusion networks.Finally,the network structure was trained and validated by using the X-ray image dataset of damages in conveyor belts with steel rope cores provided by a flaw detection equipment manufacturer.In addition,the data enhancement methods such as rotating,mirroring,and scaling,were employed to enrich the image dataset so that the model is adequately trained.Experimental results showed that the improved FCOS algorithm promoted the precision rate and the recall rate by 20.9%and 14.8%respectively,compared with the original algorithm.Meanwhile,compared with Fast R-CNN,Faster R-CNN,SSD,and YOLOv3,the improved FCOS algorithm has obvious advantages;detection precision rate and recall rate of the modified network reached 95.8%and 97.0%respectively.Furthermore,it demonstrated a higher detection accuracy without affecting the speed.The results of this work have some reference significance for the automatic identification and detection of steel core conveyor belt damage. 展开更多
关键词 conveyer belts with steel rope cores DAMAGE X-ray image image detection improved fully convo-lutional one-stage object detection(FCOS)algorithm
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Catenary dropper fault identification based on improved FCOS algorithm 被引量:1
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作者 GU Guimei WEN Bokang +1 位作者 JIA Yaohua ZHANG Cunjun 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2024年第4期571-578,共8页
The contact network dropper works in a harsh environment,and suffers from the impact effect of pantographs during running of trains,which may lead to faults such as slack and broken of the dropper wire and broken of t... The contact network dropper works in a harsh environment,and suffers from the impact effect of pantographs during running of trains,which may lead to faults such as slack and broken of the dropper wire and broken of the current-carrying ring.Due to the low intelligence and poor accuracy of the dropper fault detection network,an improved fully convolutional one-stage(FCOS)object detection network was proposed to improve the detection capability of the dropper condition.Firstly,by adjusting the parameterαin the network focus loss function,the problem of positive and negative sample imbalance in the network training process was eliminated.Secondly,the generalized intersection over union(GIoU)calculation was introduced to enhance the network’s ability to recognize the relative spatial positions of the prediction box and the bounding box during the regression calculation.Finally,the improved network was used to detect the status of dropper pictures.The detection speed was 150 sheets per millisecond,and the MAP of different status detection was 0.9512.Through the simulation comparison with other object detection networks,it was proved that the improved FCOS network had advantages in both detection time and accuracy,and could identify the state of dropper accurately. 展开更多
关键词 catenary dropper fully convolutional one-stage(FCOS)network defect identification generalized intersection over union(GIoU) focal loss
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Simultaneous type III congenital esophageal atresia and patent ductus arteriosus in a low-weight patient: A case report
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作者 Yong-Yu Ma Jun-Ru Chen +3 位作者 Shi-Wu Yang Shu-Yu Wang Xin Cao Jun Wu 《World Journal of Clinical Cases》 SCIE 2024年第3期560-564,共5页
BACKGROUND We report a low-birth-weight child(1.8 kg)with neonatal type III congenital esophageal atresia(CEA)combined with symptomatic patent ductus arteriosus(PDA).After comprehensive evaluation,esophageal anastomos... BACKGROUND We report a low-birth-weight child(1.8 kg)with neonatal type III congenital esophageal atresia(CEA)combined with symptomatic patent ductus arteriosus(PDA).After comprehensive evaluation,esophageal anastomosis was performed on postnatal day 11 after excluding surgical contraindications,and arterial catheter ligation was performed at the same time.Concurrent surgery for CEA combined with PDA has not been clearly reported in the literature.CASE SUMMARY We report a 6-day-old female child with type III CEA and PDA.The patient presented with foam at the mouth after birth,cough and shortness of breath after feeding.At another hospital,she was considered to have neonatal pneumonia,neonatal jaundice and congenital heart disease and transferred to our hospital.After iodine oil radiography of the esophagus and echocardiography we con-firmed diagnosis of CEA and PDA.The diameter of the PDA was 8 mm,with obvious left to right shunting.We performed right rear extrapleural orificium fistula ligation and esophageal anastomosis,and ligation of PDA via left axilla straight incision after 5 d of hospitalization.The operations were successful,and the incision healed after 12 d,and the patient was discharged.We re-examined the patient 1 mo after surgery.She did not vomit when she ate rice flour.Esophageal angiography showed no stricture of the anastomotic stoma.The patient weighed 3.2 kg.CONCLUSION For CEA patients with multiple risk factors,comprehensive,timely and accurate diagnosis and evaluation,and early treatment may improve prognosis. 展开更多
关键词 Congenital esophageal atresia Patent ductus arteriosus Low weight one-stage operation Case report
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FastFace:实时鲁棒的人脸检测算法 被引量:9
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作者 李启运 纪庆革 洪赛丁 《中国图象图形学报》 CSCD 北大核心 2019年第10期1761-1771,共11页
目的尽管基于深度神经网络的人脸检测器在检测精度上有了极大的提升,但其代价是必须依赖强大的计算资源。如何在CPU上取得较高的检测精度的同时达到实时的检测速度是一个巨大的挑战。针对非约束性条件下的快速鲁棒的人脸检测问题,提出... 目的尽管基于深度神经网络的人脸检测器在检测精度上有了极大的提升,但其代价是必须依赖强大的计算资源。如何在CPU上取得较高的检测精度的同时达到实时的检测速度是一个巨大的挑战。针对非约束性条件下的快速鲁棒的人脸检测问题,提出一种基于轻量级神经网络的检测方法。方法受轻量级网络MobileNet的启发,本文算法采用通道分离的卷积方式进行特征提取,并结合Inception和残差连接的思想,构建若干特征提取模块,最终训练出一个简单高效的特征提取网络;在检测时,采用One-Stage的检测策略,在骨干网络的若干不同层级上使用卷积的同时进行目标区域的分类和定位;在进行目标区域精调时,需要先在对应的特征层上预设先验框,然后再使用边界框回归算法调整先验框的位置和大小,使之接近真实框的位置。为了减少先验框的数量以节省模型参数,本算法针对人脸目标框的特点设置先验框。结果基于TensorFlow深度学习库构建和训练本文的检测模型,在FDDB数据集上对其进行测试,并与若干经典算法对比了检测速度和精度。相较于多任务级联卷积网络(MTCNN)等典型的深度学习方法,本文算法在CPU上将检测速度提升到25帧/s,同时平均精度(mAP)保持在0.892,高于大多数传统算法。实验结果表明本文方法能实现在CPU上的实时、高精度检测。结论提出了一种基于轻量级网络模型的人脸检测方法,以简单高效的卷积模块为基础构建骨干网络,并在检测时针对人脸比例特征设置合理的先验框。在非约束性条件以及有限计算资源条件下,该方法不仅在精度上表现良好,而且具有较快的检测速度,是一种鲁棒的检测方法。 展开更多
关键词 计算机视觉 人脸检测 卷积神经网络 轻量级模型 one-stage检测 先验框
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高效检测复杂场景的快速金字塔网络SPNet 被引量:1
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作者 李鑫泽 张轩雄 陈胜 《中国图象图形学报》 CSCD 北大核心 2020年第5期977-992,共16页
目的 针对现今主流one-stage网络框架在检测高帧率视频中的复杂目标场景时,无法兼顾检测精度和检测效率的问题,本文改进one-stage网络架构,并使用光流跟踪特征图,提出一种高效检测复杂场景的快速金字塔网络(snap pyramid network,SPNet)... 目的 针对现今主流one-stage网络框架在检测高帧率视频中的复杂目标场景时,无法兼顾检测精度和检测效率的问题,本文改进one-stage网络架构,并使用光流跟踪特征图,提出一种高效检测复杂场景的快速金字塔网络(snap pyramid network,SPNet).方法 调查特征提取网络以及金字塔网络内部,实现特征矩阵及卷积结构完全可视化,找到one-stage网络模型有效提升检测小目标以及密集目标的关键因素;构建复杂场景检测网络SPNet,由骨干网络(MainNet)内置子网络跟踪器(TrackNet).在MainNet部分,设计特征权重控制(feature weight control,FWC)模块,改进基本单元(basic block),并设计MainNet的核心网络(BackBone)与特征金字塔网络(feature pyramidnetwork,FPN)架构结合的多尺度金字塔结构,有效提升视频关键帧中存在的小而密集目标的检测精度和鲁棒性;在TrackNet部分,内置光流跟踪器到BackBone,使用高精度的光流矢量映射BackBone卷积出的特征图,代替传统的特征全卷积网络架构,有效提升检测效率.结果 SPNet能够兼顾小目标、密集目标的检测性能,在目标检测数据集MS COCO(Microsoft common objects in context)和PASCAL VOC上的平均精度为52.8%和75.96%,在MSCOCO上的小目标平均精度为13.9%;在目标跟踪数据集VOT(visual object tracking)上的平均精度为42.1%,检测速度提高到50~70帧/s.结论 本文快速金字塔结构目标检测框架,重构了one-stage检测网络的结构,利用光流充分复用卷积特征信息,侧重于复杂场景的检测能力与视频流的检测效率,实现了精度与速度的良好平衡. 展开更多
关键词 计算机视觉 深度学习 复杂目标检测 one-stage网络 光流法
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Cost-effectiveness analysis of population-based screening of hepatocellular carcinoma: Comparing ultrasonography with two-stage screening 被引量:13
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作者 Ming-Jeng Kuo Hsiu-Hsi Chen +8 位作者 Chi-Ling Chen Jean Ching-Yuan Fann Sam Li-Sheng Chen Sherry Yueh-Hsia Chiu Yu-Min Lin Chao-Sheng Liao Hung-Chuen Chang Yueh-Shih Lin Amy Ming-Fang Yen 《World Journal of Gastroenterology》 SCIE CAS 2016年第12期3460-3470,共11页
AIM: To assess the cost-effectiveness of two populationbased hepatocellular carcinoma(HCC) screening programs, two-stage biomarker-ultrasound method and mass screening using abdominal ultrasonography(AUS).METHODS: In ... AIM: To assess the cost-effectiveness of two populationbased hepatocellular carcinoma(HCC) screening programs, two-stage biomarker-ultrasound method and mass screening using abdominal ultrasonography(AUS).METHODS: In this study, we applied a Markov decision model with a societal perspective and a lifetime horizon for the general population-based cohorts in an area with high HCC incidence, such as Taiwan. The accuracy of biomarkers and ultrasonography was estimated from published meta-analyses. The costs of surveillance, diagnosis, and treatment were based on a combination of published literature, Medicare payments, and medical expenditure at the National Taiwan University Hospital. The main outcome measure was cost per lifeyear gained with a 3% annual discount rate. RESULTS: The results show that the mass screening using AUS was associated with an incremental costeffectiveness ratio of USD39825 per life-year gained, whereas two-stage screening was associated with an incremental cost-effectiveness ratio of USD49733 per life-year gained, as compared with no screening. Screening programs with an initial screening age of 50 years old and biennial screening interval were the most cost-effective. These findings were sensitive to the costs of screening tools and the specificity of biomarker screening.CONCLUSION: Mass screening using AUS is more cost effective than two-stage biomarker-ultrasound screening. The most optimal strategy is an initial screening age at 50 years old with a 2-year inter-screening interval. 展开更多
关键词 Two-stage biomarker-ultrasound screening one-stage abdominal ultrasonography screening Markov model COST-EFFECTIVENESS Sensitivity analysis Age
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不同种植扭力对一段式种植体骨结合影响的动物实验研究 被引量:1
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作者 孟岑 谭包生 《中国口腔种植学杂志》 2009年第2期130-131,共2页
实验目的:本研究的目的是通过动物实验观察用不同扭矩植入的一段式种植体与骨结合的情况。实验方法:选取4只成年雄性杂种狗,体重10-15Kg,分别拔除每只狗的双侧第一第二前磨牙,待3个月后分别以20Ncm、30Ncm、40Ncm的力矩旋入BLB种植体各... 实验目的:本研究的目的是通过动物实验观察用不同扭矩植入的一段式种植体与骨结合的情况。实验方法:选取4只成年雄性杂种狗,体重10-15Kg,分别拔除每只狗的双侧第一第二前磨牙,待3个月后分别以20Ncm、30Ncm、40Ncm的力矩旋入BLB种植体各一枚,即刻安装上部基台结构并调整咬合,每只狗在植入种植体术后一个月和三个月时拍片观察其影像学改变,于种植术后一个月和三个月时分别处死两只狗取标本,观察其组织学的改变。实验结果:12枚种植体中以30Ncm、40Ncm植入的8枚种植体获得了良好的骨结合,种植体周围包饶着致密的骨组织,未观察到任何间隙和结缔组织长入,另外以20Ncm植入的4枚种植体中3枚脱落,1枚松动。实验结论:在30Ncm及40Ncm扭转力矩下旋入的一段式种植体可获得良好的骨结合。 展开更多
关键词 one-stage implant insertion torque force
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Clinical observation of laparoscopic cholecystectomy combined with endoscopic retrograde cholangiopancreatography or common bile duct lithotripsy 被引量:9
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作者 Hong Niu Fei Liu Yi-Bo Tian 《World Journal of Clinical Cases》 SCIE 2022年第30期10931-10938,共8页
BACKGROUND The incidence of common bile duct(CBD) stones accounts for approximately 10%–15% of all CBD diseases.Approximately 8%–20% of these patients also have gallstones with heterogenous signs and symptoms.AIM To... BACKGROUND The incidence of common bile duct(CBD) stones accounts for approximately 10%–15% of all CBD diseases.Approximately 8%–20% of these patients also have gallstones with heterogenous signs and symptoms.AIM To investigate the clinical effects of laparoscopic cholecystectomy(LC) combined with endoscopic retrograde cholangiopancreatography(ERCP) and LC with CBD excision and stone extraction in one-stage suture(LBEPS) for the treatment of gallbladder and CBD stones.METHODS Ninety-four patients with gallbladder and CBD stones were selected from our hospital from January 2018 to June 2021.They were randomly divided into study and control groups with 47 patients each.The study group underwent LC with ERCP,and the control group underwent LC with LBEPS.Surgery,recovery time of gastrointestinal function,complication rates,liver function indexes,and stress response indexes were measured pre-and postoperatively in both the groups.RESULTS The durations of treatment and hospital stay were shorter in the study group than in the control group.There was no significant difference between the one-time stone removal rate between the study and control groups.The time to anal evacuation,resumption of oral feeding,time to bowel sound recovery,and time to defecation were shorter in the study group than in the control group.The preoperative serum direct bilirubin(DBIL),total bilirubin(TBIL),and alanine aminotransferase(ALT) levels were insignificantly higher in the study group than that in the control group.A day after surgery,the postoperative serum DBIL,TBIL,and ALT levels were lower than their preoperative levels in both groups,and of the two groups,the levels were lower in the study group.Although the preoperative serum adrenocorticotrophic(ACTH),cortisol(COR),epinephrine(A),and norepinephrine(NE) levels were higher in the study group than that in the control group,these differences were not significant(P > 0.05).The serum ACTH,COR,A,and NE levels in both groups decreased one day after surgery compared to the preoperative levels,but the inter-group difference was statistically insignificant.Similarly,(91.79 ±10.44) ng/mL,A,and NE levels were lower in the study group than in the control group.The incidence of complications was lower in the study group than in the control group.CONCLUSION LC combined with ERCP induces only a mild stress response;this procedure can decrease the risk of complications,improve liver function,and achieve and promote a faster recovery of gastrointestinal functions. 展开更多
关键词 Laparoscopic cholecystectomy Endoscopic retrograde cholangiopancreatography Choledochotomy with one-stage suture Gallbladder stones Common bile duct stones
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Gallstone ileus:Report of two cases and review of the literature 被引量:3
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作者 Jen-Wei Chou Chang-Hu Hsu +5 位作者 Kuan-Fu Liao Hsueh-Chou Lai Ken-Sheng Cheng Cheng-Yuan Peng Mei-Due Yang Yung-Fang Chen 《World Journal of Gastroenterology》 SCIE CAS CSCD 2007年第8期1295-1298,共4页
Gallstone ileus is a rare disease and accounts for 1%-4% of all cases of mechanical intestinal obstruction. It usually occurs in the elderly with a female predominance and may result in a high mortality rate. Its diag... Gallstone ileus is a rare disease and accounts for 1%-4% of all cases of mechanical intestinal obstruction. It usually occurs in the elderly with a female predominance and may result in a high mortality rate. Its diagnosis is difficult and early diagnosis could reduce the mortality. Surgery remains the mainstay of treatment. We report two cases of gallstone ileus. The first was a 78-year old woman who had a 2-d history of vomiting and epigastralgia. Plain abdominal film suggested small bowel obstruction clinically attributed to adhesions. Later on, gallstone ileus was diagnosed by abdominal computed tomography (CT) based on the presence of pneumobilia, bowel obstruction, and an ectopic stone within the jejunum. She underwent emergent laparotomy with a one-stage procedure of enterolithotomy, cholecystectomy and fistula repair. The second case was a 76-year old man with a 1-wk history of epigastralgia. Plain abdominal film showed two round calcified stones in the right upper quadrant. Fistulography confirmed the presence of a cholecystoduodenal fistula and gallstone ileus was also diagnosed by abdominal CT. We attempted to remove the stones endoscopically, but failed leading to an emergent laparotomy and the same one-stage procedure as for the first case. The postoperative courses of the two cases were uneventful. Inspired by these 2 cases we reviewed the literature on the cause, diagnosis and treatment of gallstone ileus. 展开更多
关键词 Gallstone ileus Intestinal obstruction Pneurnobilia one-stage procedure Enterolithotorny Cholecystoduodenal fistula
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Resection of bilateral occipital lobe lesions during a single operation as a treatment for bilateral occipital lobe epilepsy 被引量:1
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作者 Yan-En Lyu Xiao-Fei Xu +7 位作者 Shuang Dai Min Feng Shao-Ping Shen Guo-Zhen Zhang Hong-Yan Ju Yao Wang Xiao-Bo Dong Bin Xu 《World Journal of Clinical Cases》 SCIE 2021年第34期10518-10529,共12页
BACKGROUND Neurosurgical treatment of severe bilateral occipital lobe epilepsy usually involves two operations several mos apart.AIM To evaluate surgical resection of bilateral occipital lobe lesions during a single o... BACKGROUND Neurosurgical treatment of severe bilateral occipital lobe epilepsy usually involves two operations several mos apart.AIM To evaluate surgical resection of bilateral occipital lobe lesions during a single operation as a treatment for bilateral occipital lobe epilepsy.METHODS This retrospective case series included patients with drug-refractory bilateral occipital lobe epilepsy treated surgically between March 2006 and November 2015.RESULTS Preoperative evaluation included scalp video-electroencephalography(EEG),magnetic resonance imaging,and PET-CT.During surgery(bilateral occipital craniotomy),epileptic foci and important functional areas were identified by EEG(intracranial cortical electrodes)and cortical functional mapping,respectively.Patients were followed up for at least 5 years to evaluate treatment outcome(Engel grade)and visual function.The 20 patients(12 males)were aged 4-30 years(median age,12 years).Time since onset was 3-20 years(median,8 years),and episode frequency was 4-270/mo(median,15/mo).Common manifestations were elementary visual hallucinations(65.0%),flashing lights(30.0%),blurred vision(20.0%)and visual field defects(20.0%).Most patients were free of disabling seizures(Engel grade I)postoperatively(18/20,90.0%)and at 1 year(18/20,90.0%),3 years(17/20,85.0%)and≥5 years(17/20,85.0%).No patients were classified Engel grade IV(no worthwhile improvement).After surgery,there was no change in visual function in 13/20(65.0%),development of a new visual field defect in 3/20(15.0%),and worsening of a preexisting defect in 4/20(20.0%).CONCLUSION Resection of bilateral occipital lobe lesions during a single operation may be applicable in bilateral occipital lobe epilepsy. 展开更多
关键词 Drug-resistant epilepsy Occipital lobe epilepsy Bilateral lesions one-stage surgery Treatment outcome Visual fields
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