Search Results - "Beck, Michael A"
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An embedded system for the automated generation of labeled plant images to enable machine learning applications in agriculture
Published in PloS one (17-12-2020)“…A lack of sufficient training data, both in terms of variety and quantity, is often the bottleneck in the development of machine learning (ML) applications in…”
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Journal Article -
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Inside out: transforming images of lab-grown plants for machine learning applications in agriculture
Published in Frontiers in artificial intelligence (06-07-2023)“…Machine learning tasks often require a significant amount of training data for the resultant network to perform suitably for a given problem in any domain. In…”
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Leveraging Guided Backpropagation to Select Convolutional Neural Networks for Plant Classification
Published in Frontiers in artificial intelligence (11-05-2022)“…The development of state-of-the-art convolutional neural networks (CNN) has allowed researchers to perform plant classification tasks previously thought…”
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A comprehensive review of 3D convolutional neural network-based classification techniques of diseased and defective crops using non-UAV-based hyperspectral images
Published in Smart agricultural technology (01-10-2023)“…Hyperspectral imaging (HSI) is a non-destructive and contactless technology that provides valuable information about the structure and composition of an…”
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Social differentiation and well-being in the Italian Iron Age: exploring the relationship between sex, age, biological stress, and burial complexity among the Picenes of Novilara (8th–7th c. BC)
Published in Archaeological and anthropological sciences (01-11-2021)“…The possible association between “biological” and “social” status in the past is a central topic in bioarchaeological studies. For the Italian Iron Age,…”
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Demo abstract: An integrated tool of applying stochastic network calculus for network performance analysis
Published in 2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) (01-05-2017)“…With the recent emergence of online network performance measuring tools, Internet users are now able to measure their received service levels. Such…”
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Conference Proceeding -
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Towards a statistical network calculus - Dealing with uncertainty in arrivals
Published in IEEE INFOCOM 2014 - IEEE Conference on Computer Communications (01-04-2014)“…The stochastic network calculus (SNC) has become an attractive methodology to derive probabilistic performance bounds. So far the SNC is based on (tacitly…”
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Conference Proceeding -
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Strategies and impact of learning curve estimation for CNN-based image classification
Published 12-10-2023“…Learning curves are a measure for how the performance of machine learning models improves given a certain volume of training data. Over a wide variety of…”
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Journal Article -
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A comprehensive review of 3D convolutional neural network-based classification techniques of diseased and defective crops using non-UAV-based hyperspectral images
Published 15-06-2023“…Smart Agricultural Technology 5 (2023) 100316 Hyperspectral imaging (HSI) is a non-destructive and contactless technology that provides valuable information…”
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Journal Article -
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Investigating classification learning curves for automatically generated and labelled plant images
Published 22-05-2022“…In the context of supervised machine learning a learning curve describes how a model's performance on unseen data relates to the amount of samples used to…”
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Journal Article -
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The TerraByte Client: providing access to terabytes of plant data
Published 25-03-2022“…In this paper we demonstrate the TerraByte Client, a software to download user-defined plant datasets from a data portal hosted at Compute Canada. To that end…”
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Presenting an extensive lab- and field-image dataset of crops and weeds for computer vision tasks in agriculture
Published 12-08-2021“…We present two large datasets of labelled plant-images that are suited towards the training of machine learning and computer vision models. The first dataset…”
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Journal Article -
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An embedded system for the automated generation of labeled plant images to enable machine learning applications in agriculture
Published 01-04-2021“…A lack of sufficient training data, both in terms of variety and quantity, is often the bottleneck in the development of machine learning (ML) applications in…”
Get full text
Journal Article