Find Research Outputs

Search in all content

Filters for Research Output

Search concepts
Selected filters

Publication Year

  • 2020
  • 2019
  • 2018
  • 2017
  • 2016

Author

  • Jinchang Ren

Weakly supervised deep semantic segmentation using CNN and ELM with semantic candidate regions

Xu, X., Li, G., Xie, G., Ren, J. & Xie, X., 14 Mar 2019, In : Complexity. 2019, 12 p., 9180391.

Research output: Contribution to journalArticle

Open Access
File
4 Citations (Scopus)
8 Downloads (Pure)

Weakly supervised conditional random fields model for semantic segmentation with image patches

Xu, X., Xue, Y., Han, X., Zhang, Z., Xie, J. & Ren, J., 2 Mar 2020, In : Applied Sciences. 10, 5, 16 p., 1679.

Research output: Contribution to journalArticle

Open Access
File
2 Downloads (Pure)

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
File
37 Downloads (Pure)

Urban PM2.5 concentration prediction via attention-based CNN-LSTM

Li, S., Xie, G., Ren, J., Guo, L., Yang, Y. & Xu, X., 12 Mar 2020, In : Applied Sciences. 10, 6, 17 p., 1953.

Research output: Contribution to journalArticle

Open Access
File
1 Citation (Scopus)
3 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
File
70 Citations (Scopus)
183 Downloads (Pure)

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. 398, p. 20-30 11 p.

Research output: Contribution to journalArticle

2 Citations (Scopus)

TKRD: trusted kernel rootkit detection for cybersecurity of VMs based on machine learning and memory forensic analysis

Wang, X., Zhang, J., Zhang, A. & Ren, J., 26 Mar 2019, In : Mathematical Biosciences and Engineering. 16, 4, p. 2650-2667 18 p.

Research output: Contribution to journalArticle

Open Access
File
1 Citation (Scopus)
7 Downloads (Pure)

The properties of the cornea based on hyperspectral imaging: optical biomedical engineering perspective

Noor, S. S. M., Michael, K., Marshall, S., Ren, J., Tschannerl, J. & Kao, F. J., 4 Jul 2016, Proceedings: the 23rd International Conference on Systems, Signals and Image Processing: Bratislava, Slovakia 23 - 25 May 2016. Minárik, I., Rybárová, R., Trúchly, P. & Rozinaj, G. (eds.). Piscataway, NJ: IEEE, 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
5 Citations (Scopus)
135 Downloads (Pure)

The properties of the cornea based on hyperspectral imaging

Michael, K., Siti Salwa Binti Md Noor, S., Tschannerl, J., Ren, J. & Marshall, S., 30 Jun 2017, In : Investigative Ophthalmology and Visual Science. 58, 8, 1 p., 2439.

Research output: Contribution to journalMeeting abstract

Open Access
File
40 Downloads (Pure)
Open Access
File
12 Citations (Scopus)
14 Downloads (Pure)

Stratified spectral mixture analysis of medium resolution imagery for impervious surface mapping

Sun, G., Chen, X., Ren, J., Zhang, A. & Jia, X., 12 Apr 2017, (Accepted/In press) In : International Journal of Applied Earth Observations and Geoinformation.

Research output: Contribution to journalArticle

Open Access
File
27 Downloads (Pure)

SR-POD: sample rotation based on principal-axis orientation distribution for data augmentation in deep object detection

Xi, Y., Zheng, J., Li, X., Xu, X., Ren, J. & Xie, G., 31 Dec 2018, In : Cognitive Systems Research. 52, p. 144-154 11 p.

Research output: Contribution to journalArticle

Open Access
File
3 Citations (Scopus)
8 Downloads (Pure)

Spectral-spatial classification of hyperspectral data using spectral-domain local binary patterns

Wang, C., Ren, J., Wang, H., Zhang, Y. & Wen, J., 30 Nov 2018, In : Multimedia Tools and Applications. 77, 22, p. 29889-29903 15 p.

Research output: Contribution to journalArticle

Open Access
File
3 Citations (Scopus)
20 Downloads (Pure)

Special section guest editorial: Advances in deep learning for hyperspectral image analysis and classification

Zareappor, M., Ren, J., Zhou, H. & Yang, W., 7 Feb 2019, In : Journal of Applied Remote Sensing. 13, 2, 2 p., 022001.

Research output: Contribution to journalEditorial

Open Access
File
8 Downloads (Pure)

Special issue on multimodal data fusion for multidimensional signal processing

Ren, J., Han, J. & Dalla Mura, M., 31 Oct 2016, In : Multidimensional Systems and Signal Processing. 27, 4, p. 801-805 5 p.

Research output: Contribution to journalEditorial

Open Access
File
5 Citations (Scopus)
38 Downloads (Pure)

Spatial-spectral classification of hyperspectral images: a deep learning framework with Markov random fields based modeling

Qing, C., Ruan, J., Xu, X., Ren, J. & Zabalza, J., 25 Feb 2019, In : IET Image Processing. 13, 2, p. 235-245 11 p.

Research output: Contribution to journalSpecial issue

Open Access
File
10 Citations (Scopus)
14 Downloads (Pure)
Open Access
File
15 Citations (Scopus)
17 Downloads (Pure)
Open Access
File
1 Citation (Scopus)
14 Downloads (Pure)

Singular spectrum analysis for effective noise removal and improved data classification in hyperspectral imaging

Zabalza, J., Ren, J. & Marshall, S., 26 Oct 2017, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS). Piscataway, NJ: IEEE, 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
2 Citations (Scopus)
6 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
File
229 Downloads (Pure)

Segmented autoencoders for unsupervised embedded hyperspectral band selection

Tschannerl, J., Ren, J., Zabalza, J. & Marshall, S., 26 Nov 2018. 6 p.

Research output: Contribution to conferencePaper

Open Access
File
27 Downloads (Pure)

Robust information hiding in low-resolution videos with quantization index modulation in DCT-CS domain

Zhao, H., Dai, Q., Ren, J. C., Wei, W., Xiao, Y. & Li, C., 27 Sep 2017, In : Multimedia Tools and Applications. p. 1-21 21 p.

Research output: Contribution to journalArticle

Open Access
File
14 Downloads (Pure)

Remote oil spill detection and monitoring on ice-covered waters

Polak, A., Marshall, S., Ren, J., Hwang, B., Hagan, B., Stothard, D. J. M. & Rafert, B., 12 Oct 2016, p. 1-2. 2 p.

Research output: Contribution to conferenceAbstract

Open Access
File
93 Downloads (Pure)

Remote oil spill detection and monitoring beneath sea ice

Polak, A., Marshall, S., Ren, J., Hwang, B. P., Hagan, B. & Stothard, D. J. M., 11 May 2016. 4 p.

Research output: Contribution to conferenceProceeding

Open Access
File
1 Citation (Scopus)
73 Downloads (Pure)

Remote oil spill detection and monitoring beneath sea ice

Polak, A., Marshall, S., Ren, J., Hwang, B. P., Hagan, B. & Stothard, D. J. M., 10 May 2016, (Unpublished). 1 p.

Research output: Contribution to conferencePoster

File
35 Downloads (Pure)

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
File
11 Citations (Scopus)
7 Downloads (Pure)

Optimized highway deep learning network for fast single image super-resolution reconstruction

Ha, V. K., Ren, J., Xu, X., Liao, W., Zhao, S., Ren, J. & Yan, G., 27 Apr 2020, In : Journal of Real-Time Image Processing. 11 p.

Research output: Contribution to journalArticle

On-chip formation of 3D spheroids for patient-derived tissue screening

Christ, T., Payne, S., Yan, Y., Ren, J., Edwards, J., Boyd, M. & Zagnoni, M., 9 Oct 2016, 20th International Conference on Miniaturized Systems for Chemistry and Life Sciences (MicroTAS 2016). San Diego, CA, p. 577-578 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
73 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
File
134 Citations (Scopus)
229 Downloads (Pure)

Multiscale spatial-spectral convolutional network with image-based framework for hyperspectral imagery classification

Cui, X., Zheng, K., Gao, L., Zhang, B., Yang, D. & Ren, J., 23 Sep 2019, In : Remote Sensing. 11, 19, 21 p., 2220.

Research output: Contribution to journalArticle

Open Access
File
2 Citations (Scopus)
7 Downloads (Pure)

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

17 Citations (Scopus)
Open Access
File
2 Citations (Scopus)
29 Downloads (Pure)

Low cost structured-light based 3D surface reconstruction

Yan, Y., Assaad, M., Zabalza, J., Ren, J. & Zhao, H., 23 Apr 2019, In : International Journal on Smart Sensing and Intelligent Systems. 12, 1, 11 p., 2.

Research output: Contribution to journalArticle

Open Access
File
13 Downloads (Pure)

Low cost hyperspectral imaging using deep learning based spectral reconstruction

Tschannerl, J., Ren, J. & Marshall, S., 10 Oct 2018. 2 p.

Research output: Contribution to conferenceAbstract

Open Access
File
26 Downloads (Pure)

Local block multilayer sparse extreme learning machine for effective feature extraction and classification of hyperspectral images

Cao, F., Yang, Z., Ren, J., Chen, W., Han, G. & Shen, Y., 14 Feb 2019, (Accepted/In press) In : IEEE Transactions on Geoscience and Remote Sensing. 14 p.

Research output: Contribution to journalArticle

Open Access
File
10 Downloads (Pure)

Linear vs. nonlinear extreme learning machine for spectral-spatial classification of hyperspectral images

Cao, F., Yang, Z., Ren, J., Jiang, M. & Ling, W-K., 13 Nov 2017, In : Sensors. 17, 11, 15 p.

Research output: Contribution to journalArticle

Open Access
File
12 Citations (Scopus)
88 Downloads (Pure)

Knowledge based fundamental and harmonic frequency detection in polyphonic music analysis

Li, X., Yan, Y., Ren, J., Zhao, H., Zhao, S., Soraghan, J. & Durrani, T., 7 Jun 2018, Communications, Signal Processing, and Systems: Proceedings of the 2017 International Conference on Communications, Signal Processing, and Systems. Liang, Q., Mu, J., Jia, M., Wang, W., Feng, X. & Zhang, B. (eds.). Singapore: Springer, p. 591-599 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
6 Downloads (Pure)
Open Access
File
23 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
File
29 Citations (Scopus)
18 Downloads (Pure)

Incremental learning-based visual tracking with weighted discriminative dictionaries

Zheng, P., Zhao, H., Zhan, J., Yan, Y., Ren, J., Lv, J. & Huang, Z., 1 Nov 2019, In : International Journal of Advanced Robotic Systems. 16, 6, p. 1-13 13 p.

Research output: Contribution to journalArticle

Open Access
File
1 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

Open Access
File
1 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
File
15 Citations (Scopus)
55 Downloads (Pure)

Hierarchical visual perception and two-dimensional compressive sensing for effective content-based color image retrieval

Zhou, Y., Zeng, F-Z., Zhao, H., Murray, P. & Ren, J., 8 Aug 2016, In : Cognitive Computation. 13 p.

Research output: Contribution to journalSpecial issue

Open Access
File
21 Citations (Scopus)
71 Downloads (Pure)

Gravitation-based edge detection for hyperspectral images

Sun, G., Zhang, A., Ren, J., Ma, J., Wang, P., Zhang, Y. & Jia, X., 11 Jun 2017, In : Remote Sensing. 9, 23 p., 592.

Research output: Contribution to journalArticle

Open Access
File
12 Citations (Scopus)
40 Downloads (Pure)

Fusion of thermal and visible imagery for effective detection and tracking of salient objects in videos

Yan, Y., Ren, J., Zhao, H., Zheng, J., Zaihidee, E. M. & Soraghan, J., 27 Nov 2016, Advances in Multimedia Information Processing - PCM 2016. Chen, E., Gong, Y. & Tie, Y. (eds.). Cham, Switzerland: Springer, p. 697-704 8 p. (Lecture Notes in Computer Science; vol. 9917).

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

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

Fusion of block and keypoints based approaches for effective copy-move image forgery detection

Zheng, J., Liu, Y., Ren, J., Zhu, T., Yan, Y. & Yang, H., 27 Apr 2016, In : Multidimensional Systems and Signal Processing. 17 p.

Research output: Contribution to journalArticle

Open Access
File
41 Citations (Scopus)
50 Downloads (Pure)

Fluid computational model for mineral and vegetal pigments diffusing in Chinese color-ink painting

Sun, M., Zhou, Z., Wang, Z., Ren, J. & Han, Y., 15 May 2018. 2 p.

Research output: Contribution to conferenceAbstract

Open Access
File
21 Downloads (Pure)

Fast implementation of two-dimensional singular spectrum analysis for effective data classification in hyperspectral imaging

Zabalza, J., Qing, C., Yuen, P., Sun, G., Zhao, H. & Ren, J., 12 May 2017, In : Journal of the Franklin Institute. 19 p.

Research output: Contribution to journalArticle

Open Access
File
4 Citations (Scopus)
22 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
File
13 Citations (Scopus)
63 Downloads (Pure)

Exemplar-supported representation for effective class-incremental learning

Guo, L., Xie, G., Xu, X. & Ren, J., 12 Mar 2020, In : IEEE Access. 8, p. 51276-51284 9 p., 9034001.

Research output: Contribution to journalArticle

Open Access
File
1 Downloads (Pure)