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Full-Text Articles in Engineering

Mespilus_Germanica, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Mespilus_Germanica, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Parthenocissus_Tricuspidata, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Parthenocissus_Tricuspidata, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Pittosporum_Tobira, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Pittosporum_Tobira, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Populus_Alba, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Populus_Alba, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Populus_Canadensis, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Populus_Canadensis, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Populus_Canescens, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Populus_Canescens, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Populus_Tremula, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Populus_Tremula, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Prunus_Armeniaca, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Prunus_Armeniaca, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Prunus_Persica, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Prunus_Persica, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Quercus_Frainetto, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Quercus_Frainetto, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Quercus_Palustris, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Quercus_Palustris, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Quercus_Rubra, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Quercus_Rubra, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Styrax_Pinnata, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Styrax_Pinnata, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Tilia_Platyphyllos, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Tilia_Platyphyllos, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Ulmus_Glabra, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Ulmus_Glabra, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Ulmus_Laevis, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Ulmus_Laevis, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Vitis_Vinifera, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Vitis_Vinifera, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Zelkova_Serrata, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar Nov 2021

Zelkova_Serrata, Viraj Kishorkumar Gajjar, Anand Nambisan, Kurt Louis Kosbar

Plant Identification in a Combined-Imbalanced Leaf Dataset -- Images

No abstract provided.


Strain Field_X, Pingxin Xia, Longtan Shao, Wen Deng Feb 2021

Strain Field_X, Pingxin Xia, Longtan Shao, Wen Deng

Stress-State Dependency of the Deformation Ratio of Quasi-Elastic Granular Soils under Cyclic Loading -- Raw Data

‘Strain field_x’ spreadsheet is the radial strain information of all the nodes. The first two columns of data are location information of the node in pixel coordinates. The third column is the information recorded at the first time, the fourth column is the information recorded at the second time, and so on.

Supporting information


Strain Field_Y, Pingxin Xia, Longtan Shao, Wen Deng Feb 2021

Strain Field_Y, Pingxin Xia, Longtan Shao, Wen Deng

Stress-State Dependency of the Deformation Ratio of Quasi-Elastic Granular Soils under Cyclic Loading -- Raw Data

‘Strain field_y’ spreadsheet is the axial strain information of all the nodes. Data format is the same as ‘Strain field_x’

Supporting information


Plant Identification In A Combined-Imbalanced Leaf Dataset -- Images, Viraj K. Gajjar, Anand Nambisan, Kurt Louis Kosbar Jan 2021

Plant Identification In A Combined-Imbalanced Leaf Dataset -- Images, Viraj K. Gajjar, Anand Nambisan, Kurt Louis Kosbar

Research Data

Plant identification has applications in ethnopharmacology and agriculture. Since leaves are one of a distinguishable feature of a plant, they are routinely used for identification. Recent developments in deep learning have made it possible to accurately identify the majority of samples in five publicly available leaf datasets. However, each dataset captures the images in a highly controlled environment. This paper evaluates the performance of EfficientNet models, B1 to B6, and several other convolutional neural network (CNN) architectures when applied to a combination of the LeafSnap, Middle European Woody Plants 2014, Flavia, Swedish, and Folio datasets. To normalize the impact of …