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Automatic detection of seafloor marine litter using towed camera images and deep learning

Automatic detection of seafloor marine litter using towed camera images and deep learning

Posted on September 4, 2021 by Plameda

Aerial and underwater imaging is being extensively used for monitoring litter objects discovered on the sea floor, seashores and seafloor. However, litter monitoring requires a substantial quantity of human effort, indicating the necessity for computerized and cost-effective approaches. Here we current an object detection strategy that routinely detects seafloor marine litter in a real-world setting using a Region-based Convolution Neural Network. The neural community is educated on an imagery with 11 manually annotated litter classes and then evaluated on an impartial half of the dataset, attaining a imply common precision rating of 62%. The presence of different background options within the imagery (e.g., algae, seagrass, scattered boulders) resulted to larger quantity of predicted litter gadgets examine to the noticed ones.

The outcomes of the examine are encouraging and counsel that deep learning has the potential to develop into a big device for routinely recognizing seafloor litter in surveys, engaging in steady and exact litter monitoring. Aerial and underwater imaging is being extensively used for monitoring litter objects discovered on the sea floor, seashores and seafloor. However, litter monitoring requires a substantial quantity of human effort, indicating the necessity for computerized and cost-effective approaches. Here we current an object detection strategy that routinely detects seafloor marine litter in a real-world setting using a Region-based Convolution Neural Network.

The neural community is educated on an imagery with 11 manually annotated litter classes and then evaluated on an impartial half of the dataset, attaining a imply common precision rating of 62%. The presence of different background options within the imagery (e.g., algae, seagrass, scattered boulders) resulted to larger quantity of predicted litter gadgets examine to the noticed ones. The outcomes of the examine are encouraging and counsel that deep learning has the potential to develop into a big device for routinely recognizing seafloor litter in surveys, engaging in steady and exact litter monitoring

A reassessment of the range of inexperienced toads (Bufotes) within the circum-Aegean area

The dynamic biogeography of glacial refugia might trigger complicated patterns of genetic admixture between parapatric taxa, which in flip can mislead their systematics, range, and distributions. We investigated this difficulty for inexperienced toads (Bufotes) inhabiting the circum-Aegean area, a biodiversity hotspot of the Eastern Mediterranean. A earlier phylogeographic examine primarily based on mitochondrial and microsatellite loci recognized the hybrid zone between the European (viridis) and Anatolian (sitibundus) lineages of B. viridis everywhere in the Balkan Peninsula, however subsequent range-wide genomic analyses (>1000 SNPs) situated this transition in Turkey, a thousand kilometers eastwards.

Our outcomes confirmed that the viridis/sitibundus hybrid zone extends in japanese Anatolia, however that southeastern European populations function cytonuclear discordances and a excessive and structured microsatellite range. This outstanding scenario might stem from a large geographic displacement of the hybrid zone over the past glacial fluctuations, an underappreciated but seemingly frequent function among the many herpetofauna of the area. In order to make clear the range and taxonomy of the circum-Aegean populations, we reconciled these conflicting findings by integrating earlier information with pure sitibundus people.

Our examine thus contributes to the rising view that mitochondrial DNA generally is a poor predictor of present phylogeographic construction, therefore the necessity for genomic information for correct inferences, particularly for narrowly-distributed taxa. Finally, the analyses unambiguously help the excellence of a micro-endemic clade of inexperienced toads distinctive to some Cyclades islands, for which we offer a proper taxonomic description.

Automatic detection of seafloor marine litter using towed camera images and deep learning

A GIS-based multi-criteria mannequin for offshore wind vitality energy crops web site choice in each side of the Aegean Sea

Location choice for offshore wind farms is a serious problem for renewable vitality coverage, marine spatial planning, and environmental conservation. This choice constitutes a multi-criteria decision-making downside, by which parameters like wind velocity, water depth, shorelines, fishing areas, delivery routes, environmental safety areas, transportation, and army zones must be collectively investigated. The purpose of the current examine was thus to develop an built-in methodology for assessing the siting of bottom-fixed offshore wind farms in two totally different international locations (with totally different authorized, political, and socio/financial traits).

Our methodology mixed multi-criteria decision-making strategies and geographical info techniques and was applied in Cyclades  and within the sea space of İzmir area. Experts used fuzzy units and linguistic phrases to realize extra constant and impartial rankings and outcomes. In the Turkish area, the outcomes confirmed that 519 km2 (10.23%) of the examine space is appropriate for offshore wind farms, whereas within the Greek area, solely 289 km2 (3.22%) of the examine space was discovered to be appropriate. This spatial suitability evaluation might contribute to offer some helpful suggestions for the spatial marine planning on the areaal scale, in addition to for the preliminary evaluation of new offshore wind farms in each international locations.

Recombinant human Transcription factor SOX-13

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Description: Recombinant protein for human Transcription factor SOX-12

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Description: Recombinant protein for human Transcription factor SOX-21

Chicken Transcription Factor SOX-9 (SOX9) ELISA Kit

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Dog Transcription Factor SOX-9 (SOX9) ELISA Kit

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Description: A competitive ELISA for quantitative measurement of Rat Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Goat Transcription factor SOX-9(SOX9) ELISA kit

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Goat Transcription factor SOX-9(SOX9) ELISA kit

E06T0650-48 BlueGene 1 plate of 48 wells 520 EUR
Description: A competitive ELISA for quantitative measurement of Goat Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

Goat Transcription factor SOX-9(SOX9) ELISA kit

E06T0650-96 BlueGene 1 plate of 96 wells 685 EUR
Description: A competitive ELISA for quantitative measurement of Goat Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: A competitive ELISA for quantitative measurement of Rabbit Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: A competitive ELISA for quantitative measurement of Rabbit Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

Mouse Transcription factor SOX-9(SOX9) ELISA kit

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Description: A competitive ELISA for quantitative measurement of Mouse Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: A competitive ELISA for quantitative measurement of Porcine Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: A competitive ELISA for quantitative measurement of Monkey Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: A competitive ELISA for quantitative measurement of Monkey Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: A competitive ELISA for quantitative measurement of Guinea pig Transcription factor SOX-9(SOX9) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.

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Description: Recombinant Human Transcription factor SOX-2(SOX2) expressed in E.coli

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Description: Recombinant Human Transcription factor SOX-2(SOX2) expressed in E.coli

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Transcription factor SOX-2 Antibody (FITC)

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Transcription factor SOX-2 Antibody (HRP)

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Transcription Factor SOX-10 (SOX10) Antibody

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Transcription Factor SOX-10 (SOX10) Antibody

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  • 100 ug
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Transcription Factor SOX-10 (SOX10) Antibody

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42604-100ul SAB 100ul 333 EUR

Human Transcription factor SOX-5(SOX5) ELISA kit

CSB-EL022432HU-24T Cusabio 1 plate of 24 wells 165 EUR
Description: Quantitativesandwich ELISA kit for measuring Human Transcription factor SOX-5 (SOX5) in samples from serum, plasma, tissue homogenates, cell lysates. A new trial version of the kit, which allows you to test the kit in your application at a reasonable price.

Human Transcription factor SOX-5(SOX5) ELISA kit

1-CSB-EL022432HU Cusabio
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  • 1 plate of 96 wells
  • 10 plates of 96 wells each
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Description: Quantitativesandwich ELISA kit for measuring Human Transcription factor SOX-5(SOX5) in samples from serum, plasma, tissue homogenates, cell lysates. Now available in a cost efficient pack of 5 plates of 96 wells each, conveniently packed along with the other reagents in 5 separate kits.

Human SOX18/ Transcription factor SOX-18 ELISA Kit

E2368Hu Sunlong 1 Kit 571 EUR

Human SOX2/ Transcription factor SOX-2 ELISA Kit

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Human Transcription factor SOX-18 (SOX18) ELISA Kit

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Human Transcription factor SOX-2 (SOX2) ELISA Kit

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ELISA kit for Human Transcription factor SOX-18

EK1736 SAB 96 tests 553 EUR
Description: Enzyme-linked immunosorbent assay kit for quantification of Human Transcription factor SOX-18 in samples from serum, plasma, tissue homogenates and other biological fluids.

ELISA kit for Human Transcription factor SOX-2

EK1744 SAB 96 tests 553 EUR
Description: Enzyme-linked immunosorbent assay kit for quantification of Human Transcription factor SOX-2 in samples from serum, plasma, tissue homogenates and other biological fluids.

Human SOX18(Transcription factor SOX-18) ELISA Kit

EH0891 FN Test 96T 524.1 EUR
Description: Method of detection: Double Antibody, Sandwich ELISA;Reacts with: Homo sapiens;Sensitivity: 0.094 ng/ml

Human SOX2(Transcription factor SOX-2) ELISA Kit

EH0898 FN Test 96T 524.1 EUR
Description: Method of detection: Double Antibody, Sandwich ELISA;Reacts with: Homo sapiens;Sensitivity: 0.094 ng/ml

Human Transcription factor SOX- 10, SOX10 ELISA KIT

ELI-41020h Lifescience Market 96 Tests 824 EUR

Human Transcription factor SOX- 6, SOX6 ELISA KIT

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Human Transcription factor SOX- 11, SOX11 ELISA KIT

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Human Transcription factor SOX- 12, SOX12 ELISA KIT

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Human Transcription factor SOX- 7, SOX7 ELISA KIT

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Human Transcription factor SOX- 5, SOX5 ELISA KIT

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Human Transcription factor SOX- 13, SOX13 ELISA KIT

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Human Transcription factor SOX- 14, SOX14 ELISA KIT

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Human Transcription factor SOX- 8, SOX8 ELISA KIT

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Human Transcription factor SOX- 30, SOX30 ELISA KIT

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Human Transcription factor SOX- 17, SOX17 ELISA KIT

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Human Transcription factor SOX- 21, SOX21 ELISA KIT

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Human Transcription factor SOX- 4, SOX4 ELISA KIT

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Human Transcription factor SOX- 1, SOX1 ELISA KIT

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Human Transcription factor SOX- 3, SOX3 ELISA KIT

ELI-30142h Lifescience Market 96 Tests 824 EUR

Human Transcription factor SOX-1(SOX1) ELISA kit

E01T0642-192T BlueGene 192 tests 1270 EUR
Description: A competitive ELISA for quantitative measurement of Human Transcription factor SOX-1(SOX1) in samples from blood, plasma, serum, cell culture supernatant and other biological fluids. This is a high quality ELISA kit developped for optimal performance with samples from the particular species.
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The use of generic medicine is repeatedly rising; nonetheless, there are restricted epidemiological information relating to the therapeutic equivalence of every unique drug formulation with its generic counterparts. We evaluated the 12-month composite endpoint of recurrent acute myocardial infarction, ischaemic stroke, cardiac deaths, or hospitalisation as a consequence of a serious bleeding in acute coronary syndrome (ACS) sufferers handled with unique clopidogrel or a generic clopidogrel formulation, in relation to sociodemographic and scientific traits.

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  • Predators of the giant pine scale, Marchalina hellenica (Gennadius 1883; Hemiptera: Marchalinidae), out of its natural range in Turkey
  • Automatic detection of seafloor marine litter using towed camera images and deep learning
  • A holistic approach to soil contamination and sustainable phytoremediation with energy crops in the Aegean Region of Turkey
  • Fossil-calibrated time tree of Podarcis wall lizards provides limited support for biogeographic calibration models

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