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2020

Low-cost hyper-spectral imaging system using a linear variable bandpass filter for agritech applications

Song, S., Gibson, D., Ahmadzadeh, S., On Chu, H., Warden, B., Overend, R., Macfarlane, F., Murray, P., Marshall, S., Aitkenhead, M., Bienkowski, D. & Allison, R., 10 Feb 2020, In : Applied Optics. 59, 5, p. A167-A175 9 p.

Research output: Contribution to journalArticle

Triple loss for hard face detection

Fang, Z., Ren, J., Marshall, S., Zhao, H., Wang, Z., Huang, K. & Xiao, B., 21 Feb 2020, In : Neurocomputing.

Research output: Contribution to journalArticle

Varietal classification of rice seeds using RGB and hyperspectral images

Fabiyi, S. D., Vu, H., Tachtatzis, C., Murray, P., Harle, D., Dao, T. K., Andonovic, I., Ren, J. & Marshall, S., 27 Jan 2020, In : IEEE Access. 8, p. 22493-22505 13 p.

Research output: Contribution to journalArticle

Open Access
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30 Downloads (Pure)
2019

Breast cancer detection using deep convolutional neural networks and support vector machines

Ragab, D. A., Sharkas, M., Marshall, S. & Ren, J., 28 Jan 2019, In : PeerJ. 7, p. e6201 23 p., e6201.

Research output: Contribution to journalArticle

Open Access
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8 Citations (Scopus)
15 Downloads (Pure)

Coherent narrow-band light source for miniature endoscopes

Chen, Z-Y., Gogoi, A., Lee, S-Y., Tsai-Lin, Y., Yi, P-W., Lu, M-K., Hsieh, C-C., Ren, J., Marshall, S. & kao, F-J., 28 Feb 2019, In : IEEE Journal of Selected Topics in Quantum Electronics. 25, 1, 7 p., 7100707.

Research output: Contribution to journalArticle

Open Access
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1 Citation (Scopus)
57 Downloads (Pure)

Hyperspectral image reconstruction using multi-colour and time-multiplexed LED illumination

Tschannerl, J., Ren, J., Zhao, H., kao, F-J., Marshall, S. & Yuen, P., 31 Oct 2019, In : Optics and Lasers in Engineering. 121, p. 352-357 6 p.

Research output: Contribution to journalArticle

MIMR-DGSA: unsupervised hyperspectral band selection based on information theory and a modified discrete gravitational search algorithm

Tschannerl, J., Ren, J., Yuen, P., Sun, G., Zhao, H., Yang, Z., Wang, Z. & Marshall, S., 1 Nov 2019, In : Information Fusion . 51, p. 189-200 12 p.

Research output: Contribution to journalArticle

13 Citations (Scopus)

Potential of UV and SWIR hyperspectral imaging for determination of levels of phenolic flavour compounds in peated barley malt

Tschannerl, J., Ren, J., Jack, F., Krause, J., Zhao, H., Huang, W. & Marshall, S., 1 Jan 2019, In : Food Chemistry. 270, p. 105-112 8 p.

Research output: Contribution to journalArticle

Open Access
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9 Citations (Scopus)
5 Downloads (Pure)
Open Access
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8 Citations (Scopus)
12 Downloads (Pure)

Use of hyperspectral imaging for cake moisture and hardness prediction

Polak, A., Coutts, F. K., Murray, P. & Marshall, S., 22 Mar 2019, In : IET Image Processing. 13, 7, p. 1152-1160 9 p.

Research output: Contribution to journalArticle

Open Access
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2 Citations (Scopus)
30 Downloads (Pure)
Open Access
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5 Downloads (Pure)
2018
Open Access
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8 Citations (Scopus)
32 Downloads (Pure)

Joint bilateral filtering and spectral similarity-based sparse representation: a generic framework for effective feature extraction and data classification in hyperspectral imaging

Qiao, T., Yang, Z., Ren, J., Yuen, P., Zhao, H., Sun, G., Marshall, S. & Benediktsson, J. A., 31 May 2018, In : Pattern Recognition. 77, p. 316-328 13 p.

Research output: Contribution to journalArticle

Open Access
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22 Citations (Scopus)
18 Downloads (Pure)

Near-infrared hyperspectral imaging for non-destructive classification of commercial tea products

Mishra, P., Nordon, A., Tschannerl, J., Lian, G., Redfern, S. & Marshall, S., 1 Dec 2018, In : Journal of Food Engineering. 238, p. 70-77 8 p.

Research output: Contribution to journalArticle

Open Access
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16 Citations (Scopus)
6 Downloads (Pure)
Open Access
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19 Citations (Scopus)
82 Downloads (Pure)

Unsupervised image saliency detection with Gestalt-laws guided optimization and visual attention based refinement

Yan, Y., Ren, J., Sun, G., Zhao, H., Han, J., Li, X., Marshall, S. & Zhan, J., 31 Jul 2018, In : Pattern Recognition. 79, p. 65-78 14 p.

Research output: Contribution to journalArticle

Open Access
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62 Citations (Scopus)
161 Downloads (Pure)
2017
Open Access
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34 Downloads (Pure)

Cognitive fusion of thermal and visible imagery for effective detection and tracking of pedestrians in videos

Yan, Y., Ren, J., Zhao, H., Sun, G., Wang, Z., Zheng, J., Marshall, S. & Soraghan, J., 4 Dec 2017, In : Cognitive Computation. 11 p.

Research output: Contribution to journalArticle

Open Access
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31 Citations (Scopus)
48 Downloads (Pure)

Effective denoising and classification of hyperspectral images using curvelet transform and singular spectrum analysis

Qiao, T., Ren, J., Wang, Z., Zabalza, J., Sun, M., Zhao, H., Li, S., Benediktsson, J. A., Dai, Q. & Marshall, S., 4 Jan 2017, In : IEEE Transactions on Geoscience and Remote Sensing. 55, 1, p. 119-133 15 p.

Research output: Contribution to journalArticle

Open Access
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52 Citations (Scopus)
229 Downloads (Pure)

Extreme sparse multinomial logistic regression: a fast and robust framework for hyperspectral image classification

Cao, F., Yang, Z., Ren, J., Ling, W-K., Zhao, H. & Marshall, S., 2 Dec 2017, In : Remote Sensing. 9, 12, 22 p.

Research output: Contribution to journalArticle

Open Access
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11 Citations (Scopus)
61 Downloads (Pure)

Hyperspectral image enhancement and mixture deep-learning classification of corneal epithelium injury

Md Noor, S. S., Michael, K., Marshall, S. & Ren, J., 24 Nov 2017, In : Sensors. 17, 11, 24 p., 2644.

Research output: Contribution to journalArticle

Open Access
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12 Citations (Scopus)
50 Downloads (Pure)

Hyperspectral imaging combined with data classification techniques as an aid for artwork authentication

Polak, A., Kelman, T., Murray, P., Marshall, S., Stothard, D. J. M., Eastaugh, N. & Eastaugh, F., 11 Mar 2017, In : Journal of Cultural Heritage. 26, p. 1-11 11 p.

Research output: Contribution to journalArticle

Open Access
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29 Citations (Scopus)
146 Downloads (Pure)

Removal of specular reflections from image sequences using feature correspondences

M. Z. Abbas Shah, S., Marshall, S. & Murray, P., 26 Apr 2017, In : Machine Vision and Applications. 28, 3, p. 409-420 12 p.

Research output: Contribution to journalArticle

Open Access
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7 Citations (Scopus)
124 Downloads (Pure)
Open Access
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4 Citations (Scopus)
93 Downloads (Pure)
2016
Open Access
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7 Citations (Scopus)
120 Downloads (Pure)

Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging

Zabalza, J., Ren, J., Zheng, J., Zhao, H., Qing, C., Yang, Z., Du, P. & Marshall, S., 12 Apr 2016, In : Neurocomputing. 185, p. 1-10 10 p.

Research output: Contribution to journalArticle

Open Access
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118 Citations (Scopus)
228 Downloads (Pure)

Singular spectrum analysis: a note on data processing for Fourier transform hyperspectral imagers

Rafert, J. B., Zabalza, J., Marshall, S. & Ren, J., 2 Feb 2016, (Accepted/In press) In : Applied Spectroscopy. 10 p.

Research output: Contribution to journalArticle

Open Access
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221 Downloads (Pure)

Use of infrared hyperspectral imaging as an aid for paint identification

Polak, A., Kelman, T., Murray, P., Marshall, S., Stothard, D. J. M., Eastaugh, N. & Eastaugh, F., 21 Oct 2016, In : Journal of Spectral Imaging. 5, 1, p. 1-10 10 p.

Research output: Contribution to journalArticle

Open Access
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7 Citations (Scopus)
411 Downloads (Pure)
2015
Open Access
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18 Citations (Scopus)
249 Downloads (Pure)

Improved visual inspection of advanced gas-cooled reactor fuel channels

West, G., Murray, P., Marshall, S. & McArthur, S., 13 Jul 2015, In : International Journal of Prognostics and Health Management. 6, Special Issue - Nuclear Energy, 11 p., 012.

Research output: Contribution to journalArticle

Open Access
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6 Citations (Scopus)
204 Downloads (Pure)

Novel two dimensional singular spectrum analysis for effective feature extraction and data classification in hyperspectral imaging

Zabalza, J., Ren, J., Zheng, J., Han, J., Zhao, H., Li, S. & Marshall, S., 31 Aug 2015, In : IEEE Transactions on Geoscience and Remote Sensing. 53, 8, p. 4418-4433 16 p.

Research output: Contribution to journalArticle

Open Access
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71 Citations (Scopus)
281 Downloads (Pure)
Open Access
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30 Citations (Scopus)
32 Downloads (Pure)

Singular spectrum analysis for improving hyperspectral imaging based beef eating quality evaluation

Qiao, T., Ren, J., Craigie, C., Zabalza, J., Maltin, C. & Marshall, S., Jul 2015, In : Computers and Electronics in Agriculture. 115, p. 21-25 5 p.

Research output: Contribution to journalArticle

Open Access
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27 Citations (Scopus)
84 Downloads (Pure)

Visible hyperspectral imaging for lamb quality prediction

Qiao, T., Ren, J., Yang, Z., Qing, C., Zabalza, J. & Marshall, S., 28 Dec 2015, In : Technisches Messen. 82, 12, p. 643-652 10 p.

Research output: Contribution to journalArticle

Open Access
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2 Citations (Scopus)
2014

Copulas for statistical signal processing (Part I): extensions and generalization

Zeng, X., Ren, J., Wang, Z., Marshall, S. & Durrani, T., Jan 2014, In : Signal Processing. 94, p. 691-702 12 p.

Research output: Contribution to journalArticle

File
8 Citations (Scopus)
435 Downloads (Pure)

Copulas for statistical signal processing (part II): simulation, optimal selection and practical applications

Zeng, X., Ren, J., Sun, M., Marshall, S. & Durrani, T., Jan 2014, In : Signal Processing. 94, p. 681-690 10 p.

Research output: Contribution to journalArticle

File
2 Citations (Scopus)
246 Downloads (Pure)
Open Access
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10 Citations (Scopus)
132 Downloads (Pure)

Novel folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing

Zabalza, J., Ren, J., Yang, M., Zhang, Y., Wang, J., Marshall, S. & Han, J., Jul 2014, In : ISPRS Journal of Photogrammetry and Remote Sensing. 93, p. 112-122 11 p.

Research output: Contribution to journalArticle

File
102 Citations (Scopus)
365 Downloads (Pure)

Novel multivariate vector quantization for effective compression of hyperspectral imagery

Li, X., Ren, J., Zhao, C., Qiao, T. & Marshall, S., 2014, In : Optics Communications. 332, p. 192-200 9 p., OPTICS19339.

Research output: Contribution to journalArticle

Open Access
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11 Citations (Scopus)
121 Downloads (Pure)
Open Access
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54 Citations (Scopus)
153 Downloads (Pure)

Singular spectrum analysis for effective feature extraction in hyperspectral imaging

Zabalza, J., Ren, J., Wang, Z., Marshall, S. & Wang, J., Nov 2014, In : IEEE Geoscience and Remote Sensing Letters. 11, 11, p. 1886-1890 5 p.

Research output: Contribution to journalArticle

File
54 Citations (Scopus)
583 Downloads (Pure)

Structured covariance principal component analysis for real-time onsite feature extraction and dimensionality reduction in hyperspectral imaging

Zabalza, J., Ren, J., Ren, J., Liu, Z. & Marshall, S., 4 Jul 2014, In : Applied Optics. 53, 20, p. 4440-4449 10 p., 208226.

Research output: Contribution to journalArticle

Open Access
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36 Citations (Scopus)
169 Downloads (Pure)
2013

Effective classification of Chinese tea samples in hyperspectral imaging

Kelman, T., Ren, J. & Marshall, S., 2013, In : Artificial Intelligence Research. 2, 4, 13 p.

Research output: Contribution to journalArticle

File
281 Downloads (Pure)
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39 Citations (Scopus)
240 Downloads (Pure)
2012

A review of recent advances in the hit-or-miss transform

Murray, P. & Marshall, S., 31 Dec 2012, In : Advances in Imaging and Electron Physics. 175, p. 221-282 61 p.

Research output: Contribution to journalArticle

6 Citations (Scopus)

Singular value decomposition based fusion for super-resolution image reconstruction

Haidawati Binti Mohamad Nasir, H., Stankovic, V. & Marshall, S., Feb 2012, In : Signal Processing: Image Communication. 27, 2, p. 180–191 12 p.

Research output: Contribution to journalArticle

20 Citations (Scopus)
2011
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17 Citations (Scopus)
196 Downloads (Pure)

Evolution of sunspot properties during solar cycle 23

Watson, F., Fletcher, L. & Marshall, S., Sep 2011, In : Astronomy and Astrophysics. 533, 7 p., A14.

Research output: Contribution to journalArticle

29 Citations (Scopus)

Hyperspectral imaging technology

Marshall, S., 1 Mar 2011, In : AWE International. 1, 25, p. 9-15 7 p., 522.

Research output: Contribution to journalArticle

2010

Automatic detection of limb prominences in 304 Å EUV images

Labrosse, N., Dalla, S. & Marshall, S., Apr 2010, In : Solar Physics. 262, 2, p. 449-460 11 p.

Research output: Contribution to journalArticle

Open Access
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16 Citations (Scopus)
64 Downloads (Pure)