Contusions

挫伤
  • DOI:
    文章类型: Journal Article
    Detection of bruising in living animal victims of abuse can be challenging due to animal temperament and anatomy. Visual assessment, combined with physical and serum biochemical evaluation, can fail to detect injuries. However, development and validation of a noninvasive, antemortem method for detecting bruising in domestic species could have important medicolegal implications. Key clinical message: Thermal imaging utilizing infrared wavelengths can assist in detection of trauma in cases of animal abuse where no visible injuries are apparent, aiding in providing appropriate medical treatment and guidance for the legal system.
    Thermographie infrarouge pour la détection de traumatismes contondants lors d’enquêtes sur la maltraitance des animauxLa détection des ecchymoses chez les animaux vivants victimes de maltraitance peut s’avérer difficile en raison du tempérament et de l’anatomie de l’animal. L’évaluation visuelle, combinée à l’évaluation physique et une analyse biochimique sérique, peut ne pas détecter les blessures. Cependant, le développement et la validation d’une méthode ante-mortem non invasive pour détecter les meurtrissures chez les espèces domestiques pourraient avoir d’importantes implications médico-légales.Message clinique clé :L’imagerie thermique utilisant des longueurs d’onde infrarouges peut aider à détecter les traumatismes dans les cas de maltraitance animale où aucune blessure visible n’est apparente, contribuant ainsi à fournir un traitement médical approprié et à guider le système judiciaire.(Traduit par Dr Serge Messier).
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  • 文章类型: Journal Article
    腰骶段脊髓上方的脊髓损伤(SCI)会导致对排尿的自愿控制丧失。脊髓横断(SCT)是在啮齿动物中复制SCI的金标准方法,但它的翻译价值是有争议的,其他实验SCI方法需要更好的研究,包括脊髓挫伤(SCC)。目前,如果横切和挫伤后出现的尿路损伤具有可比性,则尚未充分研究。为了探索这个,我们研究了膀胱反射活动和下尿路(LUT)和脊髓神经支配后SCT和不同程度的SCC。严重挫伤的动物表现出更长的脊髓休克期和更高的残余体积的趋势。其次是SCT和轻度挫伤动物。尿动力学显示SCT动物表现出更高的基础和峰值膀胱压。针对腰骶段脊髓生长相关蛋白43(GAP43)和降钙素基因相关肽(CGRP)的免疫染色表明,传入发芽取决于损伤模型,反映病变的严重程度,在SCT动物中具有较高的表达。在LUT器官中,脊髓损伤后GAP43、CGRP胆碱能(囊泡乙酰胆碱转运体(VAChT))和去甲肾上腺素能(酪氨酸羟化酶(TH))标志物的表达降低,但只有腰骶部VAChT的表达依赖于损伤模型。总的来说,我们的研究结果表明,挫伤和横断后LUT神经支配和功能的变化是相似的,但起因于腰骶脊髓不同的神经整形过程.这可能会影响脊髓损伤后出现的尿损伤的新治疗选择的发展。
    Spinal cord injury (SCI) above the lumbosacral spinal cord induces loss of voluntary control over micturition. Spinal cord transection (SCT) was the gold standard method to reproduce SCI in rodents, but its translational value is arguable and other experimental SCI methods need to be better investigated, including spinal cord contusion (SCC). At present, it is not fully investigated if urinary impairments arising after transection and contusion are comparable. To explore this, we studied bladder-reflex activity and lower urinary tract (LUT) and spinal cord innervation after SCT and different severities of SCC. Severe-contusion animals presented a longer spinal shock period and the tendency for higher residual volumes, followed by SCT and mild-contusion animals. Urodynamics showed that SCT animals presented higher basal and peak bladder pressures. Immunostaining against growth-associated protein-43 (GAP43) and calcitonin gene-related peptide (CGRP) at the lumbosacral spinal cord demonstrated that afferent sprouting is dependent on the injury model, reflecting the severity of the lesion, with a higher expression in SCT animals. In LUT organs, the expression of GAP43, CGRP cholinergic (vesicular acetylcholine transporter (VAChT)) and noradrenergic (tyrosine hydroxylase (TH)) markers was reduced after SCI in the LUT and lumbosacral cord, but only the lumbosacral expression of VAChT was dependent on the injury model. Overall, our findings demonstrate that changes in LUT innervation and function after contusion and transection are similar but result from distinct neuroplastic processes at the lumbosacral spinal cord. This may impact the development of new therapeutic options for urinary impairment arising after spinal cord insult.
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  • 文章类型: Journal Article
    在患有前交叉韧带(ACL)撕裂的成年人中,磁共振成像(MRI)扫描的骨瘀伤提供了对损伤的潜在机制的深入了解。很少有文献研究患有ACL眼泪的儿童的这些关系。
    检查并比较儿科患者接触和非接触ACL撕裂之间的骨瘀伤的数量和位置。
    队列研究;证据水平,3.
    在3个独立的机构中确定了在2018年至2022年期间接受ACL重建手术的男孩≤14岁和女孩≤12岁。合格标准要求在初次ACL撕裂后30天内详细记录损伤机制和MRI。先天性下肢异常患者,伴随骨折,后外侧角和/或后交叉韧带受伤,以前同侧膝盖受伤或手术,排除MRI扫描中明显的闭合性physes或闭合性physes.根据接触或非接触损伤机制将患者分为2组。使用脂肪抑制的T2加权图像和基于网格的胫骨股关节标测技术,对术前MRI扫描进行了回顾性审查,以确定冠状和矢状平面中是否存在骨瘀伤。
    共纳入109名患者,76例(69.7%)患者遭受非接触伤害,33例(30.3%)患者遭受接触伤害。接触组和非接触组之间的年龄没有显着差异(11.8±2.0vs12.4±1.3岁;P=.12),男性(90.9%vs88.2%;P>.99),从初次损伤到MRI的时间(10.3±8.1vs10.4±8.9天;P=.84),同时存在内侧半月板撕裂(18.2%vs14.5%;P=0.62)或外侧半月板撕裂(69.7%vs52.6%;P=0.097),和运动相关伤害(82.9%vs81.8%;P=.89)。胫骨外侧(股骨外侧髁+胫骨外侧平台)合并骨挫伤(87.9%接触vs78.9%非接触;P=.41)或胫骨内侧(股骨内侧髁[MFC]+胫骨内侧平台)合并骨挫伤(54.5%接触vs35.5%非接触;P=.064)。有接触性ACL撕裂的患者明显更有可能有位于中央的MFC瘀伤(赔率比,4.3;95%CI,1.6-11;P=.0038)并且在胫骨外侧平台的前部不太可能出现瘀伤(赔率比,0.27;95%CI,0.097-0.76;P=0.013)。
    与持续非接触式ACL撕裂的儿童相比,在术前MRI扫描中,有接触式ACL撕裂的儿童出现中央位置MFC骨瘀伤的可能性要高出4倍。未来的研究应该调查这些骨挫伤模式与儿童接触ACL撕裂患者关节软骨损伤的潜在风险之间的关系。
    UNASSIGNED: In adults with anterior cruciate ligament (ACL) tears, bone bruises on magnetic resonance imaging (MRI) scans provide insight into the underlying mechanism of injury. There is a paucity of literature that has investigated these relationships in children with ACL tears.
    UNASSIGNED: To examine and compare the number and location of bone bruises between contact and noncontact ACL tears in pediatric patients.
    UNASSIGNED: Cohort study; Level of evidence, 3.
    UNASSIGNED: Boys ≤14 years and girls ≤12 years of age who underwent primary ACL reconstruction surgery between 2018 and 2022 were identified at 3 separate institutions. Eligibility criteria required detailed documentation of the mechanism of injury and MRI performed within 30 days of the initial ACL tear. Patients with congenital lower extremity abnormalities, concomitant fractures, injuries to the posterolateral corner and/or posterior cruciate ligament, previous ipsilateral knee injuries or surgeries, or closed physes evident on MRI scans were excluded. Patients were stratified into 2 groups based on a contact or noncontact mechanism of injury. Preoperative MRI scans were retrospectively reviewed for the presence of bone bruises in the coronal and sagittal planes using fat-suppressed T2-weighted images and a grid-based mapping technique of the tibiofemoral joint.
    UNASSIGNED: A total of 109 patients were included, with 76 (69.7%) patients sustaining noncontact injuries and 33 (30.3%) patients sustaining contact injuries. There were no significant differences between the contact and noncontact groups in terms of age (11.8 ± 2.0 vs 12.4 ± 1.3 years; P = .12), male sex (90.9% vs 88.2%; P > .99), time from initial injury to MRI (10.3 ± 8.1 vs 10.4 ± 8.9 days; P = .84), the presence of a concomitant medial meniscus tear (18.2% vs 14.5%; P = .62) or lateral meniscus tear (69.7% vs 52.6%; P = .097), and sport-related injuries (82.9% vs 81.8%; P = .89). No significant differences were observed in the frequency of combined lateral tibiofemoral (lateral femoral condyle + lateral tibial plateau) bone bruises (87.9% contact vs 78.9% noncontact; P = .41) or combined medial tibiofemoral (medial femoral condyle [MFC] + medial tibial plateau) bone bruises (54.5% contact vs 35.5% noncontact; P = .064). Patients with contact ACL tears were significantly more likely to have centrally located MFC bruising (odds ratio, 4.3; 95% CI, 1.6-11; P = .0038) and less likely to have bruising on the anterior aspect of the lateral tibial plateau (odds ratio, 0.27; 95% CI, 0.097-0.76; P = .013).
    UNASSIGNED: Children with contact ACL tears were 4 times more likely to present with centrally located MFC bone bruises on preoperative MRI scans compared with children who sustained noncontact ACL tears. Future studies should investigate the relationship between these bone bruise patterns and the potential risk of articular cartilage damage in pediatric patients with contact ACL tears.
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  • 文章类型: Case Reports
    肺挫伤(PC),定义为水肿和出血对肺实质的损害,传统上与加速减速伤害有关。这是临床实践中常见的病理学。然而,其临床表现和影像学表现是非特异性的.患有这种实体的患者可以表现出从轻度呼吸困难到危及生命的呼吸衰竭和血流动力学不稳定的发现。我们介绍一个61岁男子的案例,以前的吸烟者,在遭受钝性胸部创伤后出现在急诊科。一入场,他只抱怨轻微的呼吸急促,他的生命体征很典型.初始成像发现不对称肺浸润和纵隔淋巴结肿大;除PC外,这还怀疑其他病理。经过详尽的评估,肿瘤或传染病过程被排除。即使患者出现与继发性急性呼吸窘迫综合征相容的临床呼吸功能恶化,支持措施和补充氧气后完全恢复。总之,肺挫伤患者的非特异性临床和影像学表现值得对这些病例进行全面评估.早期诊断对于建立足够的支持和监测是必要的,以防止可能恶化患者预后的并发症。
    Pulmonary contusion (PC), defined as damage to the lung parenchyma with edema and hemorrhage, has classically been associated with acceleration-deceleration injuries. It is a frequent pathology in clinical practice. However, its clinical presentation and imaging findings are nonspecific. Patients with this entity can present with findings that can range from mild dyspnea to life-threatening respiratory failure and hemodynamic instability. We present the case of a 61-year-old man, a former smoker, who presented to the emergency department after suffering blunt chest trauma. On admission, he complained of only mild shortness of breath, and his vital signs were typical. Initial imaging identified asymmetric pulmonary infiltrates and mediastinal lymphadenopathy; this was suspicious for additional pathology in addition to PC. After an exhaustive evaluation, a neoplastic or infectious disease process was ruled out. Even though the patient presented with a clinical deterioration of respiratory function compatible with secondary acute respiratory distress syndrome, there was a complete recovery after supportive measures and supplemental oxygen. In conclusion, the nonspecific clinical and imaging findings in patients with pulmonary contusion warrant a complete evaluation of these cases. An early diagnosis is essential to establish adequate support and monitoring to prevent possible complications that could worsen the patient\'s prognosis.
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  • 文章类型: Journal Article
    当ACL受伤时,骨碰撞会产生骨瘀伤,其模式可能取决于损伤机制和骨骼成熟水平。这项研究的目的是使用有限元分析确定材料特性和膝盖位置对骨骼成熟和未成熟受试者的骨挫伤模式的影响。有限元模型是根据骨骼成熟和不成熟的男性受试者的矢状平面中的MR图像创建的。股骨和胫骨以2m/s的速度碰撞以模拟撞击并确定最大主应力。在膝关节屈曲15、30和45度时进行分析,中立,在每个屈曲角度10毫米的前后平移位置。尽管在成熟的模型中,高应力分布在干is端区域,在未成熟模型中,应力没有穿过生长板。成熟模型中应力区的大小大于未成熟模型中的应力区。应力区域的位置取决于关节位置以及软骨和小梁骨的杨氏模量。因此,骨挫伤模式受膝关节位置和组织质量的影响。总之,尽管骨瘀伤的分布通常被称为损伤的足迹,对结构质量和骨挫伤分布的综合评估对于基于MR成像正确诊断组织损伤是必要的。
    A bone bruise is generated by a bony collision that could occur when the anterior cruciate ligament (ACL) is injured, and its pattern reflects the injury mechanism and skeletal maturity. Thus, the bone bruise pattern is useful to predict a subject-specific injury mechanism, although the sensitivity and/or effect of the material property and the knee position at injury is still unclear. The objective of the present study was to determine the effect of the material property and knee position on the bone bruise pattern in skeletally mature and immature subjects using finite element analysis. Finite element models were created from a magnetic resonance (MR) image in the sagittal plane of a skeletally mature (25 y. o.) and immature (9 y. o.) male subject. The femur and tibia were collided at 2 m/s to simulate the impact trauma and determine the maximum principal stress. The analysis was performed at 15, 30, and 45 deg of knee flexion, and neutral, 10 mm anterior and posterior translated position at each knee flexion angle. Although high stress was distributed toward the metaphysis area in the mature model, the stress did not cross the growth plate in the immature model. The size of the stress area was larger in the mature model than those in the immature model. The location of the stress area changed depending on the joint position. Young\'s modulus of cartilage and trabecular bone also affected the location of the stress area. The Young\'s modulus for the cartilage affected peak stress during impact, while the size of the stress area had almost no change. These results indicate that the bone bruise pattern is strongly associated with subject-specific parameters. In addition, the bone bruise pattern was affected not only by knee position but also by tissue qualities. In conclusion, although the bone bruise distribution was generally called footprint of the injury, the combined evaluation of the quality of the structure and the bone bruise distribution is necessary for properly diagnosing tissue injury based on the MR imaging.
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  • 文章类型: Systematic Review
    分析钝器创伤的能力对于破译有关伤害机制的有价值线索以及作为医学法律调查的证据至关重要。在过去的十年中,已经研究了替代光源(ALS)的使用,并建议在瘀伤评估期间优于常规白光(CWL)。为了响应全世界对该技术日益增长的兴趣,根据系统评价和荟萃分析(PRISMA)的首选报告项目对文献进行了系统综述,以探讨ALS检测和观察瘀伤的能力.从最初的4055条记录中确定,10项研究符合合格标准,并入选本综述.评估还包括一个新颖的框架,被称为SPICOT,进一步系统地评估法医文献中的科学证据和偏见风险。分析表明,红外或紫外光谱范围内的窄带波长在可视化或检测瘀伤方面并没有明显优于CWL。然而,可见光谱内的波长,特别是415nm与长通或带通黄色滤光片相结合,更有效。然而,大多数选定的研究只涉及ALS的敏感性,因此,只有在已知瘀伤的位置时,结果才可能被认为是有效的。需要进一步调查以了解ALS的特殊性,特别是如何使用外用化妆品,以前的伤口/疤痕组织,纹身,痣和雀斑可能会影响检测。在将ALS实施为常规实践之前,在前景讨论中也应考虑对增强的可视化创伤的解释的伦理关注。然而,这篇综述发现,可见光谱内的窄带ALS证明了改善损伤记录的潜力,在瘀伤的检测和可视化方面优于CWL。
    The ability to analyze blunt-force trauma is crucial for deciphering valuable clues concerning mechanisms of injury and as evidence for medico-legal investigations. The use of alternate light sources (ALS) has been studied over the past decade, and is proposed to outperform conventional white light (CWL) during bruise assessments. In response to the growing interest of the technology worldwide, a systematic review of the literature was conducted according to the Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) to address the ability of ALS to detect and visualize bruising. From an initial 4055 records identified, ten studies met the eligibly criteria and were selected for this review. Evaluation also included a novel framework, referred to as SPICOT, to further systematically assess both scientific evidence and risk of bias in forensic literature. Analysis reveals that narrowband wavelengths within in the infrared or ultraviolet spectral ranges do not significantly outperform CWL in visualizing or detecting bruising. However, wavelengths within the visible spectrum, particularly 415 nm combined with longpass or bandpass yellow filters, are more effective. However, the majority of selected studies only address the sensitivity of ALS, and therefore, results may only be considered valid when the location of a bruise is known. Further investigation is required to understand the specificity of ALS, in particular how the use of topical cosmetic products, previous wounds/scar-tissue, tattoos, moles and freckles may affect detection. The ethical concern regarding the interpretation of enhanced visualized trauma should also be considered in prospect discussions prior to implementing ALS into routine practice. Nevertheless, this review finds that narrowband ALS within the visible spectrum demonstrates potential for improved injury documentation, outperforming CWL in the detection and visualization of bruising.
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  • 文章类型: Systematic Review
    本系统综述旨在总结外源性表面活性剂治疗肺挫伤的现有数据。确定这种治疗是否有利于严重肺挫伤患者,并评估最佳类型的表面活性剂,管理方法,和药物浓度。三个数据库(MEDLline,Scopus,和WebofScience)使用以下关键词进行搜索:肺表面活性物质,表面活性剂,外源性表面活性剂,肺挫伤,和肺挫伤在1945年至2023年2月之间发表的文章,没有语言限制。四名审稿人对纳入研究进行了独立评级,其他四位审稿人解决了冲突。在筛选的100篇文章中,审查中包括六篇文章。由于关于这一主题的论文数量有限,包括各种类型的研究(两项临床研究,两个实验,和两个病例报告)。在所有的研究中,表面活性剂的管理改善了选定的通气参数。最常用类型的表面活性剂是浓度为25mg/kg理想体重的Curosurf®。在大多数研究中,通过支气管镜检查向节段性支气管施用表面活性剂是优选的施用方式。在两项临床研究中,接受表面活性剂治疗的患者需要较短的通气时间.外源性表面活性剂的给药改善了通气参数,因此,减少了对不那么积极的人工肺通气和通气天数的需要。动物衍生的表面活性剂Curosurf®似乎是最合适的物质;然而,理想浓度尚不清楚。理想的给药途径包括节段性支气管的支气管镜。
    This systematic review aimed to summarize the available data on the treatment of pulmonary contusions with exogenous surfactants, determine whether this treatment benefits patients with severe pulmonary contusions, and evaluate the optimal type of surfactant, method of administration, and drug concentration. Three databases (MEDline, Scopus, and Web of Science) were searched using the following keywords: pulmonary surfactant, surface-active agents, exogenous surfactant, pulmonary contusion, and lung contusion for articles published between 1945 and February 2023, with no language restrictions. Four reviewers independently rated the studies for inclusion, and the other four reviewers resolved conflicts. Of the 100 articles screened, six articles were included in the review. Owing to the limited number of papers on this topic, various types of studies were included (two clinical studies, two experiments, and two case reports). In all the studies, surfactant administration improved the selected ventilation parameters. The most frequently used type of surfactant was Curosurf® in the concentration of 25 mg/kg of ideal body weight. In most studies, the administration of a surfactant by bronchoscopy into the segmental bronchi was the preferable way of administration. In both clinical studies, patients who received surfactants required shorter ventilation times. The administration of exogenous surfactants improved ventilatory parameters and, thus, reduced the need for less aggressive artificial lung ventilation and ventilation days. The animal-derived surfactant Curosurf® seems to be the most suitable substance; however, the ideal concentration remains unclear. The ideal route of administration involves a bronchoscope in the segmental bronchi.
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  • 文章类型: Journal Article
    方法:本报告描述了股四头肌挫伤发展为大腿急性骨筋膜室综合征(ACS)的情况。一名17岁的足球运动员在大腿前直接撞击受伤后的早晨出现了顽固性疼痛和短弧形运动的疼痛。他被诊断为ACS,并成功进行了筋膜切开术,最终在4个月后重返赛场。
    结论:ACS是罕见的,但可能是股四头肌挫伤的灾难性进展。准确和及时的诊断,然后进行适当的康复是最佳结果所必需的。
    METHODS: This report describes the case of quadriceps contusion progressing to acute compartment syndrome (ACS) of the thigh. A 17-year-old football player presented the morning after a direct impact injury to the anterior thigh in intractable pain and pain with short arc motion. He was diagnosed with ACS and underwent successful fasciotomy, ultimately returning to play at 4 months.
    CONCLUSIONS: ACS is rare but potential catastrophic progression of quadriceps contusion. Accurate and timely diagnosis followed by appropriate rehabilitation is necessary for optimal outcomes.
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  • 文章类型: Journal Article
    Ampakine是AMPA受体的正变构调节剂。我们假设低剂量安帕金治疗会增加大鼠中颈挫伤后diaphragm肌电图(EMG)活性。成年雄性和雌性SpragueDawley大鼠植入留置的双侧隔膜EMG电极。大鼠接受150kDynC4单侧挫伤(C4Ct)。在C4Ct后4天和14天,给大鼠静脉注射安帕金CX717(5mg/kg,n=10)或媒介物(2-羟丙基-β-环糊精;HPCD;n=10)。记录膈肌肌电图,同时使用全身体积描记术评估呼吸。在4天,安帕金给药导致双侧峰值吸气隔膜EMG破裂和通气立即持续增加。车辆对EMG破裂没有影响。与之相比,CX717治疗的大鼠能够在更大程度上增加呼吸攻击期间的EMG活性车辆处理。到14天,大鼠表现出相当程度的肌电图自发恢复,与4天相比,CX717交付的影响减弱。C4Ct后第21-24天,从the神经的直接记录证实,安帕碱刺激了受伤大鼠的双侧the神经输出。我们得出的结论是,低剂量的静脉内治疗低冲击安帕金可以在颈椎挫伤后不久增强diaphragm肌激活。当隔膜激活的缺陷突出时。
    Ampakines are positive allosteric modulators of AMPA receptors. We hypothesized that low-dose ampakine treatment increases diaphragm electromyogram (EMG) activity after mid-cervical contusion injury in rats. Adult male and female Sprague Dawley rats were implanted with in-dwelling bilateral diaphragm EMG electrodes. Rats received a 150 kDyn C4 unilateral contusion (C4Ct). At 4- and 14-days following C4Ct, rats were given an intravenous bolus of ampakine CX717 (5 mg/kg, n = 10) or vehicle (2-hydroxypropyl-beta-cyclodextrin; HPCD; n = 10). Diaphragm EMG was recorded while breathing was assessed using whole-body plethysmography. At 4-days, ampakine administration caused an immediate and sustained increase in bilateral peak inspiratory diaphragm EMG bursting and ventilation. The vehicle had no impact on EMG bursting. CX717 treated rats were able to increase EMG activity during a respiratory challenge to a greater extent vs. vehicle treated. Rats showed a considerable degree of spontaneous recovery of EMG bursting by 14 days, and the impact of CX717 delivery was blunted as compared to 4-days. Direct recordings from the phrenic nerve at 21-24 days following C4Ct confirmed that ampakines stimulated bilateral phrenic neural output in injured rats. We conclude that low-dose intravenous treatment with a low-impact ampakine can enhance diaphragm activation shortly following mid-cervical contusion injury, when deficits in diaphragm activation are prominent.
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  • 文章类型: Journal Article
    机械挫伤是影响梨品质的最关键因素之一,这对采后运输有巨大的影响,storage,出售梨。为了快速检测不同类型的梨的早期瘀伤,高光谱成像技术结合迁移学习方法进行了这项研究。两种迁移学习方法,也就是说,传输成分分析(TCA)和歧管嵌入式分布对齐(MEDA),被应用于两项任务(撞击瘀伤→挤压瘀伤,挤压瘀伤→冲击瘀伤)。以支持向量机(SVM)为基准,对模型的可转移性进行分析比较。结果表明,对于任务1(冲击擦伤→挤压擦伤),MEDA和TCA-SVM模型在目标域的分类准确率分别为93.33%和91.11%,个别。对于任务2(挤压擦伤→冲击擦伤),MEDA和TCA-SVM模型在目标域的准确率分别为88.89%和85.19%,分别。与SVM模型相比,这两个模型都提高了精度(任务1为84.44%;任务2为77.04%)。总的来说,结果表明,迁移学习方法可以在不同的瘀伤类型中进行梨瘀伤检测。高光谱成像与迁移学习方法相结合是有效且节省成本的不同瘀伤类型之间水果瘀伤的现场检测的有希望的可能性。实际应用:梨的生产和出口都面临着振动造成的机械损伤问题,碰撞,影响,和其他因素,导致颜色的化学变化,气味,和味道。有时瘀伤太轻,不容忽视,将来会感染其他水果。在这项研究中,我们使用高光谱成像结合迁移学习的方法可以检测到这些由不同因素引起的轻微擦伤。区分不同的损伤类型可以为快速判断造成损伤的过程提供参考,及时采取措施,减少经济损失。
    Mechanical bruise is one of the most crucial factors affecting the quality of pears, which has a huge influence on postharvest transportation, storage, and sale of pears. To rapidly detect early bruises of pears across different bruise types, hyperspectral imaging technology coupled with transfer learning methods was performed in this study. Two transfer learning methods, that is, transfer component analysis (TCA) and manifold embedded distribution alignment (MEDA), were applied for two tasks (impact bruise → crush bruise, crush bruise → impact bruise). Supporting vector machine (SVM) was set as a baseline to conduct analysis and comparison of the transferability of the models. The result showed that, for task 1 (impact bruise → crush bruise), MEDA and TCA-SVM model achieved a classification accuracy of 93.33% and 91.11% in target domain, individually. For task 2 (crush bruise →impact bruise), MEDA and TCA-SVM model achieved an accuracy of 88.89% and 85.19% in target domain, respectively. Both the two models improved the accuracy compared with SVM models (84.44% for task 1; 77.04% for task 2). Overall, the results indicated that transfer learning approaches could perform pear bruise detection across different bruise types. Hyperspectral imaging in combination with transfer learning methods is a promising possibility for the efficient and cost-saving field detection of fruit bruises among different bruise types. PRACTICAL APPLICATION: The production and export of pears are faced with problems of mechanical damage due to vibration, collision, impact, and other factors, which cause chemical changes in color, odor, and taste. Sometimes the bruise was too slight to be ignored which would infect with other fruits in the future. In this study, we used hyperspectral imaging combined with transfer learning method could detect these slight bruises caused by different factors. Distinguishing different types of damage can provide a reference for quick judgment of the process causing damage and take prompt measures to reduce economic losses.
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