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Learning from the history of red shrimp fisheries in the Mediterranean to improve sustainability of deep-water bottom trawling 从地中海红虾渔业历史中汲取经验教训,提高深水底拖网捕捞的可持续性
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-15 DOI: 10.1093/icesjms/fsae031
Fabio Fiorentino, Germana Garofalo, Gioacchino Bono, Sergio Vitale
As deep-water red shrimp (DWRS) trawl fisheries gain importance in the Mediterranean, their impact on fragile deep-sea ecosystems requires careful management. We reviewed the historical development of DWRS fisheries in the Mediterranean to propose a harvest strategy that would enhance fishery sustainability, while preserving habitat and community integrity. We considered two representative typologies of DWRS fisheries: a domestic fleet operating within the Italian territorial waters of the Ligurian Sea, and a distant fleet operating mostly in international waters of the central-eastern Mediterranean and sharing shrimp stocks with non-European countries. Our proposed management approach is based on three main harvesting measures: (i) preventing the uncontrolled growth in number of trawlers, (ii) adopting a catch control regime, and (iii) identifying a network of deep-water areas designated alternately for fishing and conservation purposes. As with fisheries in other regions, new fishing grounds should be explored using “encounter protocols” to avoid areas hosting species indicators of Vulnerable Marine Ecosystems. Additionally, empirical indicators such as catch rate thresholds derived from fishers’ experience, could be used to move from one fishing ground to another to avoid local depletion of DWRS abundance and a decrease in fishery profitability.
随着深水红虾(DWRS)拖网渔业在地中海日益重要,其对脆弱的深海生态系统的影响需要谨慎管理。我们回顾了地中海 DWRS 渔业的历史发展,提出了一种既能提高渔业可持续性,又能保护栖息地和群落完整性的捕捞策略。我们考虑了两种具有代表性的 DWRS 渔业类型:一种是在利古里亚海意大利领海内作业的国内船队,另一种是主要在地中海中东部国际水域作业并与非欧洲国家共享对虾种群的远洋船队。我们建议的管理方法以三大捕捞措施为基础:(i) 防止拖网渔船数量的无节制增长,(ii) 采用渔获量控制制度,(iii) 确定一个深水区域网络,交替指定用于捕捞和养护目的。与其他地区的渔业一样,在探索新渔场时应采用 "相遇协议",避开有脆弱海洋生态系统物种指标的区域。此外,还可利用经验指标,如根据渔民经验得出的捕获率阈值,从一个渔场转移到另一个渔场,以避免当地 DWRS 丰度枯竭和渔业利润下降。
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引用次数: 0
Facilitating an ecosystem approach through open data and information packaging 通过开放数据和信息打包促进生态系统方法
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-13 DOI: 10.1093/icesjms/fsae024
Daniel E Duplisea, Marie-Julie Roux, Stéphane Plourde, Peter S Galbraith, Marjolaine Blais, Hugues P Benoît, Bernard Sainte-Marie, Diane Lavoie, Hugo Bourdages
Open data that can be easily incorporated into analyses are essential for developing ecosystem approaches to marine ecological management: a common goal in fisheries policy in many countries. Although it is not always clear what constitutes an ecosystem approach, it always involves scientists working with a large variety of data and information, including data from physical and oceanographic sampling, multispecies surveys, and other sources describing human pressures. This can be problematic for analysts because these data, even when available, are often held in disparate datasets that do not necessarily correspond at appropriate temporal and spatial scales. Data can often only be obtained by specific requests to individuals in governmental agencies who are delivering on an increasing number of data requests as interest grows in practical ecosystem approach implementation. This data access model is not sustainable and hinders the momentum for ecosystem approach development. We describe a data bundling R package that makes data and climate projections available at appropriate scales to facilitate development of an ecosystem approach for the Gulf of St. Lawrence, Canada. This approach integrates closely with the present workflow of most government analysts, academics in fisheries, and scientists in private industry. The approach conforms with open data initiatives and makes data easily available globally while relieving some of the burden of data provision that can fall to some individuals in government laboratories. The structure and approach are generic, adaptable, and transferable to other regions and jurisdictions.
易于纳入分析的开放数据对于制定海洋生态管理的生态系统方法至关重要:这是许多国家渔业政策的共同目标。尽管生态系统方法的构成并不总是很明确,但它总是涉及科学家与大量数据和信息的合作,包括来自物理和海洋学采样、多物种调查以及描述人类压力的其他来源的数据。这对分析人员来说可能是个问题,因为这些数据即使可用,也往往保存在不同的数据集中,不一定在适当的时间和空间尺度上对应。数据通常只能通过向政府机构中的个人提出具体请求来获取,而随着人们对实际生态系统方法实施兴趣的增加,政府机构正在满足越来越多的数据请求。这种数据访问模式是不可持续的,会阻碍生态系统方法的发展势头。我们介绍了一个数据捆绑 R 软件包,该软件包可提供适当尺度的数据和气候预测,以促进加拿大圣劳伦斯湾生态系统方法的发展。该方法与大多数政府分析人员、渔业学者和私营企业科学家目前的工作流程紧密结合。该方法符合开放数据倡议,可在全球范围内轻松获取数据,同时减轻政府实验室某些人员提供数据的负担。这种结构和方法具有通用性和适应性,可移植到其他地区和辖区。
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引用次数: 0
Decadal (2010–2019) variability in the marine ecosystems of the North Atlantic 北大西洋海洋生态系统的十年(2010-2019 年)变异性
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-08 DOI: 10.1093/icesjms/fsae029
César González-Pola, Katherine E Mills, Agnieszka Beszczynska-Möller, Eileen Bresnan, Silvana N R Birchenough
The “Symposium on Decadal Variability of the North Atlantic and its Marine Ecosystems: 2010–2019” took place in Bergen, Norway, from 20 to 22 May 2022. This event, hosted by the Institute of Marine Research, was jointly sponsored by ICES and NAFO and constitutes the fourth in a series of these symposia that started in 1991. The first symposium’s aim was to review the hydrobiological variability in the decade of the 1980s, addressing the physical environment, plankton, invertebrates, and fish. Subsequent symposia maintained the classical structure, whilst a new theme session covering social sciences was added to the programme in the 2022 edition. Studies of climate impacts on marine ecosystems and living marine resources, including trends and regime shifts, emerged from increasingly longer ecosystem time series across the North Atlantic and subarctic regions. This symposium collection presents key findings discussed during the symposium. Whilst some progress has been made in advancing our ability to understand new trends and patterns of climate change and variability across physical, plankton, and fish communities, more work is needed to integrate these physical-ecological processes and scales with social science.
北大西洋及其海洋生态系统十年变率研讨会:2010-2019 年 "研讨会于 2022 年 5 月 20-22 日在挪威卑尔根举行。此次活动由海洋研究所主办,国际海洋考察理事会和北大西洋渔业组织联合赞助,是始于1991年的系列研讨会的第四次。第一次研讨会的目的是回顾 20 世纪 80 年代十年间的水生物变化,讨论物理环境、浮游生物、无脊椎动物和鱼类。其后的专题讨论会保持了传统的结构,而在 2022 年的会议计划中增加了一个涵盖社会科学的新专题会议。关于气候对海洋生态系统和海洋生物资源影响的研究,包括趋势和制度转变,来自北大西洋和亚北极地区越来越长的生态系统时间序列。本研讨会论文集介绍了研讨会期间讨论的主要研究成果。虽然我们在理解物理、浮游生物和鱼类群落气候变化和变异的新趋势和模式方面取得了一些进展,但还需要做更多的工作,将这些物理-生态过程和尺度与社会科学结合起来。
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引用次数: 0
Hydro-acoustic classification and abundance estimation of mesopelagic fish in deep scattering layers (DSL) of the Indian Ocean 印度洋深散射层(DSL)中层鱼类的水声分类和丰度估算
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-08 DOI: 10.1093/icesjms/fsae028
Osvaldo Ernesto Chacate, Janet Claire Coetzee, Bjørn Erik Axelsen
Deep scattering layers (DSL) in oligotrophic systems are typically comprised of a variety of coexisting organisms, including fish, zooplankton, jellyfish, and squid, and hence there is uncertainty about the proportion of the acoustic backscatter in these layers that can be attributed to mesopelagic fish. Here, acoustic targets were classified using a multi-frequency acoustic classification algorithm based on data collected in the Indian Ocean at 18, 38, 70, and 120 kHz during three acoustic surveys in 2018. Frequency-dependent backscattering strength information (∆Sv) was extracted from acoustic data that coincided with trawl hauls dominated by mesopelagic fish. Five ∆Sv frequency pairs were used to separate the acoustic backscattering into three broad scattering categories, i.e. mesopelagic fish, crustacean-like/tunicates, and squids/others. Results indicated that the DSL is highly diverse and dominated by mesopelagic fish, with average densities at a regional scale ranging from 12.0 (±10.9) to 26.0 (±21.7) g m−2, and proportions of the acoustic backscatter attributed to mesopelagic fish ranging from 0.5 to 0.7. These estimates are generally lower than previously estimated for other regions of the Indian Ocean. The situation may well be similar elsewhere, particularly in oligotrophic systems, with potential ramifications for global mesopelagic fish biomass estimates.
寡营养系统中的深散射层(DSL)通常由多种共存生物组成,包括鱼类、浮游动物、水母和鱿鱼,因此这些层中可归因于中上层鱼类的声学反向散射比例存在不确定性。在此,根据 2018 年三次声学调查期间在印度洋收集的 18、38、70 和 120 千赫数据,使用多频率声学分类算法对声学目标进行了分类。与频率相关的反向散射强度信息(ΔSv)是从与中上层鱼类为主的拖网拖网吻合的声学数据中提取的。利用五个 ∆Sv 频率对将声学反向散射分为三大散射类别,即中上层鱼类、甲壳类/独角鲸和鱿鱼/其他。结果表明,DSL 种类繁多,以中深层鱼类为主,区域范围内的平均密度为 12.0 (±10.9) 至 26.0 (±21.7) g m-2,中深层鱼类在声学反向散射中所占比例为 0.5 至 0.7。这些估计值普遍低于以前对印度洋其他地区的估计值。其他地区的情况也很可能类似,特别是在寡营养系统中,这对全球中上层鱼类生物量的估算具有潜在影响。
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引用次数: 0
Seasonal shift in energy allocation from somatic growth to lipid storage and the link between pre-winter condition and overwintering potential in juvenile Pacific cod 太平洋鳕鱼幼鱼从体细胞生长到脂质储存的能量分配季节性变化以及冬前状况与越冬潜力之间的联系
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-07 DOI: 10.1093/icesjms/fsae023
Alisa A Abookire, Louise A Copeman, Michael A Litzow, Benjamin J Laurel
Warming temperatures in the Gulf of Alaska have been linked to recruitment failure in Pacific cod (Gadus macrocephalus), but the mechanisms and timing of mortality events for juveniles are unclear. To date, limited research has focused on overwintering success, and the knowledge of juvenile ecology and physiology is based entirely on summer observations. Here, we investigate the changes in body condition, diet composition, and tissue-specific fatty acid (FA) storage for age-0 Pacific cod in Kodiak, Alaska, from February to December during 2018 and 2020. We observed protracted nearshore residency from June to December. Cod body condition (Kdry) and predicted weight at length were lowest in October, November, and December. Although not different interannually, diet composition varied seasonally, which corresponded to an increase in cod length. A range of condition metrics (HSIwet, FA concentration in liver tissue, and the % of whole body FAs stored in the liver) began to increase in September. Cod prioritized growth during the summer, while in the autumn and pre-winter they allocated more energy into lipid storage. We conclude that seasonal changes in tissue-specific FA storage and pre-winter fish conditions are important factors to consider for understanding overwintering potential of juvenile Pacific cod.
阿拉斯加湾的气温升高与太平洋鳕鱼(Gadus macrocephalus)的繁殖失败有关,但幼鱼死亡事件的机制和时间尚不清楚。迄今为止,有关越冬成功率的研究十分有限,有关幼鱼生态学和生理学的知识完全基于夏季观察。在此,我们调查了 2018 年和 2020 年 2 月至 12 月期间阿拉斯加科迪亚克 0 龄太平洋鳕鱼的身体状况、食物组成和组织特异性脂肪酸(FA)储存的变化。我们观察到,鳕鱼在 6 月至 12 月期间长期在近岸栖息。鳕鱼的身体状况(Kdry)和预测体重在 10 月、11 月和 12 月最低。尽管年际间没有差异,但食物组成随季节变化,这与鳕鱼体长的增加相对应。从 9 月份开始,一系列条件指标(HSIwet、肝脏组织中的 FA 浓度和肝脏中储存的全身 FA 百分比)开始增加。鳕鱼在夏季优先生长,而在秋季和冬季前则将更多能量用于脂质储存。我们的结论是,组织特异性脂肪酸储存的季节性变化和冬前鱼类状况是了解太平洋鳕鱼幼鱼越冬潜力的重要因素。
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引用次数: 0
Variable forage fish biomass and phenology influence marine predator diet, foraging behavior, and species interactions in coastal Newfoundland, Canada 觅食鱼类生物量和物候变化对加拿大纽芬兰沿海海洋掠食者的饮食、觅食行为和物种相互作用的影响
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-07 DOI: 10.1093/icesjms/fsae021
Gail K Davoren
Forage fish species provide essential linkages for energy transfer within pelagic marine food webs. Capelin (Mallotus villosus), the focal forage fish in coastal Newfoundland, Canada, suffered a stock collapse in 1991 and has not recovered. Despite this collapse, capelin continue to provide locally abundant prey aggregations. Here, I synthesize the lessons learned from a long-term capelin-predator research program (2004–2022) on the northeast Newfoundland coast during the postcollapse period. I highlight the importance of simultaneously estimating forage fish biomass and predator responses in a multispecies and multiyear context. High interannual variation in capelin spawning timing and biomass was observed. Lower capelin biomass consistently resulted in predator species- and assemblage-level dietary shifts toward a higher diversity of lower trophic level, alternative prey. Energetic foraging costs of seabirds also increased under lower capelin biomass, but responses differed among species. Summer capelin consumption by dominant seabirds (9389 tonnes) and whales (778 tonnes) indicated predator energetic requirements and revealed higher natural mortality relative to fishery-based (1289 tonnes) mortality. Overall, this case study illustrated that, despite high observed behavioural plasticity, varying species-specific predator responses to changing capelin biomass integrated to increase potential competitive interactions under low capelin biomass, providing a basis for ecosystem-level change.
觅食鱼类是中上层海洋食物网中能量传递的重要环节。毛鳞鱼(Mallotus villosus)是加拿大纽芬兰沿海的主要觅食鱼类,1991 年遭遇种群崩溃,至今仍未恢复。尽管种群崩溃,但毛鳞鱼继续为当地提供丰富的猎物集群。在此,我总结了崩溃后时期纽芬兰东北海岸长期毛鳞鱼-捕食者研究项目(2004-2022 年)的经验教训。我强调了在多物种和多年背景下同时估算觅食鱼类生物量和捕食者反应的重要性。观察到毛鳞鱼产卵时间和生物量的年际变化很大。较低的毛鳞鱼生物量持续导致捕食者在物种和组合层面的膳食转向更多样化的低营养级替代性猎物。在毛鳞鱼生物量降低的情况下,海鸟的能量觅食成本也会增加,但不同物种的反应有所不同。优势海鸟(9389 吨)和鲸鱼(778 吨)的夏季毛鳞鱼消耗量表明了捕食者的能量需求,并显示了相对于渔业死亡率(1289 吨)更高的自然死亡率。总之,该案例研究表明,尽管观察到的行为可塑性很高,但不同物种的捕食者对毛鳞鱼生物量变化的反应综合起来,增加了低毛鳞鱼生物量下潜在的竞争互动,为生态系统层面的变化提供了基础。
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引用次数: 0
Limited interspecific gene flow in the evolutionary history of the icefish genus Chionodraco 冰鱼属 Chionodraco 进化史中有限的种间基因流动
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-03-01 DOI: 10.1093/icesjms/fsae019
Luca Schiavon, Santiago G Ceballos, Michael Matschiner, Emiliano Trucchi, Mario La Mesa, Emilio Riginella, Magnus Lucassen, Felix C Mark, Kevin Bilyk, Rafaella Franch, Andreas Walberg, Elisa Boscari, Lorenzo Zane, Chiara Papetti
Hybridization and introgression are recognized as mechanisms promoting genetic variability during evolutionary radiations. We examined the impact of introgression in the process of speciation, focusing on the Antarctic icefish genus Chionodraco. Our analyses confirmed that the three Chionodraco species (Chionodraco hamatus, Chionodraco myersi, and Chionodraco rastrospinosus) were genetically distinctive, despite signals of past interspecific gene flow between C. hamatus and C. myersi that likely occurred during interglacial periods. However, in this study, no recent hybrids were identified. The lack of contemporary hybridization may be due to life-history traits and the type of marker used in the analysis. Our study emphasizes the importance of genomic approaches to detect subtle patterns of past hybridization accurately and highlights the significance of historical climate events in the demographic and evolutionary history of Antarctic notothenioids. Polar regions, and especially the Antarctic Peninsula, are now experiencing the fastest climate changes due to global warming. Understanding the impact of past climate events is fundamental to trace current modifications in species’ genetic variability and distributions and predict future evolutionary trajectories. This knowledge is also vital for conservation efforts, including the implementation of marine protected areas.
杂交和引种被认为是进化辐射过程中促进遗传变异的机制。我们以南极冰鱼属 Chionodraco 为重点,研究了引种在物种演化过程中的影响。我们的分析证实,尽管过去在 C. hamatus 和 C. myersi 之间可能发生过种间基因流动,但三个 Chionodraco 种(Chionodraco hamatus、Chionodraco myersi 和 Chionodraco rastrospinosus)在基因上是独特的。然而,在这项研究中,没有发现最近的杂交种。缺乏当代杂交可能是由于生活史特征和分析中使用的标记类型造成的。我们的研究强调了基因组学方法在准确检测过去杂交的微妙模式方面的重要性,并突出了历史气候事件在南极蝾螈的人口和进化史中的重要意义。由于全球变暖,极地地区尤其是南极半岛目前正经历着最快的气候变化。了解过去气候事件的影响对于追踪当前物种遗传变异和分布的变化以及预测未来的进化轨迹至关重要。这些知识对于保护工作也至关重要,包括实施海洋保护区。
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引用次数: 0
Biennial patterns in Alaskan sockeye salmon ocean growth are associated with pink salmon abundance in the Gulf of Alaska and the Bering Sea 阿拉斯加红鲑海洋生长的双年度模式与阿拉斯加湾和白令海的粉鲑丰量有关
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-02-29 DOI: 10.1093/icesjms/fsae022
Peter S Rand, Gregory T Ruggerone
In response to ocean heating and hatchery production, pink salmon (Oncorhynchus gorbuscha) returning from the North Pacific Ocean steadily increased after 1975, leading to concerns about their influence on food webs and competition with other species. Using measurements of distance between scale annuli of 24 584 individual sockeye salmon (O. nerka), we examined growth during their 2 or 3 years at sea from 1977 to 2015 for eight populations in Alaska. We found significant, negative autocorrelations at 1 lag year in annual growth of sockeye salmon, with a consistent pattern of lower growth in odd years, i.e. opposite to the biennial pattern of pink salmon abundance. Peak pink salmon abundances reduced growth of sockeye salmon from 7 to 14% during the second year in the ocean compared with growth when pink salmon abundance was low, while third-year growth was reduced up to 17%. The overall effect of pink salmon abundance on sockeye growth was over two times greater than the effect of sockeye salmon abundance. Production hatcheries and ocean heating contribute to the competitive dominance of pink salmon, underscoring the need to consider this unintended anthropogenic effect on the growth and productivity of sockeye salmon throughout the North Pacific.
为了应对海洋升温和孵化生产,从北太平洋返回的粉红鲑(Oncorhynchus gorbuscha)数量在 1975 年后稳步增加,这引起了人们对其对食物网的影响以及与其他物种竞争的担忧。通过测量 24 584 条红鲑鱼(O. nerka)个体的鳞环之间的距离,我们考察了阿拉斯加 8 个种群从 1977 年到 2015 年在海上 2 或 3 年的生长情况。我们发现,红鲑的年生长量在滞后一年出现了明显的负自相关性,奇数年的生长量较低,这与粉鲑的双年丰度模式相反。与粉红鲑丰度较低时的生长量相比,粉红鲑丰度达到峰值时,红鲑第二年在海洋中的生长量减少了 7% 至 14%,而第三年的生长量则减少了 17%。粉鲑丰量对红鲑生长的总体影响是红鲑丰量影响的两倍多。生产孵化场和海洋加热导致粉鲑在竞争中占优势,这突出表明有必要考虑这种对整个北太平洋红鲑生长和生产力的意外人为影响。
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引用次数: 0
Ecological indicators to monitor offshore wind interactions with fisheries resources 监测近海风能与渔业资源相互作用的生态指标
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-02-28 DOI: 10.1093/icesjms/fsae017
Elizabeth T Methratta
Offshore wind development (OWD) will generate much needed renewable energy, but it will also introduce several stressors to the marine ecosystem. Therefore, there is a need to develop information-rich monitoring programs to assess ecological impacts and inform solutions to mitigate adverse effects. This paper evaluates potential indicators of OWD impacts on fisheries resources that could be considered for monitoring programs, including indices of aggregate biomass, sensitive species, fish size, and trophic dynamics. Short-term (year-to-year) variability and the direction and strength of long-term trends were explored at both the scale of the US Southern New England wind energy area (WEA) and at the scale of the Southern New England region. The majority of candidate OWD indicators exhibited substantial temporal variability at either the WEA scale, the region scale, or both, highlighting the importance of addressing temporal variability in the design and duration of monitoring programs. Recommendations are provided to advance informative monitoring approaches both in the USA and elsewhere where such approaches are urgently needed. Among these is a recommendation for a minimum of 3–5 years of baseline data collection and continued monitoring for the lifetime of the wind project. This will enable an understanding of the temporal structure inherent to the time series of ecological indicators measured so that OWD impacts can be disentangled from those caused by other ecosystem pressures.
海上风力开发(OWD)将产生急需的可再生能源,但也会给海洋生态系统带来一些压力。因此,有必要制定信息丰富的监测计划,以评估生态影响并提供减轻不利影响的解决方案。本文评估了 OWD 对渔业资源影响的潜在指标,包括总生物量指数、敏感物种、鱼类大小和营养动态,这些指标可作为监测计划的考虑因素。在美国新英格兰南部风能区(WEA)和新英格兰南部地区范围内,探讨了短期(年与年之间)变化以及长期趋势的方向和强度。大多数候选 OWD 指标在 WEA 规模、区域规模或两者规模上都表现出很大的时间变异性,这突出了在设计和持续监测计划时解决时间变异性问题的重要性。为在美国和其他迫切需要信息化监测方法的地方推进信息化监测方法提出了建议。其中包括建议至少收集 3-5 年的基线数据,并在风电项目的整个生命周期内持续监测。这将有助于了解所测量的生态指标时间序列的固有时间结构,从而将 OWD 影响与其他生态系统压力造成的影响区分开来。
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引用次数: 0
Fish age reading using deep learning methods for object-detection and segmentation 使用深度学习方法进行对象检测和分割的鱼龄阅读
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-02-27 DOI: 10.1093/icesjms/fsae020
Arjay Cayetano, Christoph Stransky, Andreas Birk, Thomas Brey
Determination of individual age is one essential step in the accurate assessment of fish stocks. In non-tropical environments, the manual count of ring-like growth patterns in fish otoliths (ear stones) is the standard method. It relies on visual means and individual judgment and thus is subject to bias and interpretation errors. The use of automated pattern recognition based on machine learning may help to overcome this problem. Here, we employ two deep learning methods based on Convolutional Neural Networks (CNNs). The first approach utilizes the Mask R-CNN algorithm to perform object detection on the major otolith reading axes. The second approach employs the U-Net architecture to perform semantic segmentation on the otolith image in order to segregate the regions of interest. For both methods, we applied a simple postprocessing to count the rings on the output masks returned, which corresponds to the age prediction. Multiple benchmark tests indicate the promising performance of our implemented approaches, comparable to recently published methods based on classical image processing and traditional CNN implementation. Furthermore, our algorithms showed higher robustness compared to the existing methods, while also having the capacity to extrapolate missing age groups and to adapt to a new domain or data source.
确定个体年龄是准确评估鱼类种群的一个重要步骤。在非热带环境中,人工计数鱼类耳石(耳石)中的环状生长形态是标准方法。这种方法依赖视觉手段和个人判断,因此容易出现偏差和解释错误。使用基于机器学习的自动模式识别可能有助于克服这一问题。在此,我们采用了两种基于卷积神经网络(CNN)的深度学习方法。第一种方法利用掩膜 R-CNN 算法对主要耳石读数轴进行目标检测。第二种方法采用 U-Net 架构对耳石图像进行语义分割,以分离感兴趣的区域。对于这两种方法,我们都进行了简单的后处理,对返回的输出掩膜上的环进行计数,这与年龄预测相对应。多个基准测试表明,我们所实施的方法性能良好,可与最近发布的基于经典图像处理和传统 CNN 实施的方法相媲美。此外,与现有方法相比,我们的算法显示出更高的鲁棒性,同时还具有推断缺失年龄组和适应新领域或数据源的能力。
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引用次数: 0
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ICES Journal of Marine Science
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