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
2020

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)
2017

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)

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)
2019

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)

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)
2018

Cognitive seismic data modelling based successive differential evolution algorithm for effective exploration of oil-gas reservoirs

Zhao, J., Ren, J., Zabalza, J., Gao, J., Xu, X. & Xie, G., 14 Aug 2018, (Accepted/In press) In : Journal of Petroleum Science and Engineering.

Research output: Contribution to journalArticle

Open Access
File
4 Downloads (Pure)
2020

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

2018

Deep learning based single image super-resolution: a survey

Ha, V. K., Ren, J., Xu, X., Zhao, S., Xie, G. & Vargas, V. M., 6 Oct 2018, International Conference on Brain Inspired Cognitive Systems - BICS 2018: Advances in Brain Inspired Cognitive Systems. Hussain, A., Luo, B., Zheng, J., Zhao, X., Liu, C-L., Ren, J. & Zhao, H. (eds.). Cham, Switzerland: Springer-Verlag, p. 106-119 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10989 LNAI).

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

Open Access
File
7 Citations (Scopus)
2020

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)

Content-sensitive superpixel generation with boundary adjustment

Zhang, D., Xie, G., Ren, J., Zhang, Z., Bao, W. & Xu, X., 30 Apr 2020, In : Applied Sciences. 10, 9, 16 p., 3150.

Research output: Contribution to journalArticle

Open Access
File
2 Downloads (Pure)
2019

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)
2020

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)
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
File
16 Citations (Scopus)
16 Downloads (Pure)

Automatic image segmentation with superpixels and image-level labels

Xie, X., Xie, G., Xu, X., Cui, L. & Ren, J., 10 Jan 2019, In : IEEE Access. 7, p. 10999-11009 11 p., 8607985.

Research output: Contribution to journalArticle

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

Automatic events extraction in pre-stack seismic data based on edge detection in slant-stacked peak amplitude profiles

Zhao, J., Ren, J., Gao, J., Tschannerl, J., Murray, P. & Wang, D., 30 Jul 2019, In : Journal of Petroleum Science and Engineering. 178, p. 459-466 8 p.

Research output: Contribution to journalArticle

Open Access
File
1 Citation (Scopus)

Deep learning based single image super-resolution: a survey

Ha, V. K., Ren, J. C., Xu, X. Y., Zhao, S., Xie, G., Masero, V. & Hussain, A., 31 Aug 2019, In : International Journal of Automation and Computing. 16, 4, p. 413-426 14 p.

Research output: Contribution to journalReview article

5 Citations (Scopus)

EEG-based brain-computer interfaces using motor-imagery: techniques and challenges

Padfield, N., Zabalza, J., Zhao, H., Vargas, V. M. & Ren, J., 22 Mar 2019, In : Sensors. 19, 6, 36 p., 1423.

Research output: Contribution to journalReview article

Open Access
File
30 Citations (Scopus)
39 Downloads (Pure)
2016

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)
2017

Decontaminate feature for tracking: adaptive tracking via evolutionary feature subset

Liu, Q., Wang, Y., Yin, M., Ren, J. & Li, R., 12 Dec 2017, In : Journal of Electronic Imaging. 26, 6, 10 p., 063025.

Research output: Contribution to journalArticle

Open Access
File
8 Citations (Scopus)
63 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)
2018

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)
2016

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)
2018
Open Access
File
23 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)
2019

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)
2017

Dynamic post-earthquake image segmentation with an adaptive spectral-spatial descriptor

Sun, G., Hao, Y., Chen, X., Ren, J., Zhang, A., Huang, B., Zhang, Y. & Jia, X., 30 Aug 2017, In : Remote Sensing. 9, 9, 24 p., 899.

Research output: Contribution to journalArticle

Open Access
File
6 Citations (Scopus)
56 Downloads (Pure)
2020

Automatic extraction of water inundation areas using sentinel-1 data for large plain areas

Hu, S., Qin, J., Ren, J., Zhao, H., Ren, J. & Hong, H., 10 Jan 2020, In : Remote Sensing. 12, 2, 20 p., 243.

Research output: Contribution to journalArticle

Open Access
File
1 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)
2019

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)
2018
Open Access
File
15 Citations (Scopus)
17 Downloads (Pure)
2016

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)
2017

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)
2018

Compressive sensing based secret signals recovery for effective image steganalysis in secure communications

Zhao, H., Ren, J. -C., Zhan, J., Xiao, Y., Zhao, S. Y., Lei, F., Assaad, M. & Li, C., 23 May 2018, In : Multimedia Tools and Applications. 14 p.

Research output: Contribution to journalSpecial issue

Open Access
File
1 Citation (Scopus)
19 Downloads (Pure)
2017

Employing NIR-SWIR hyperspectral imaging to predict the smokiness of Scotch whisky

Tschannerl, J., Ren, J., Jack, F., Marshall, S. & Zhao, H., 22 Mar 2017. 12 p.

Research output: Contribution to conferenceProceeding

Open Access
File
206 Downloads (Pure)
2019

Building extraction from high-resolution aerial imagery using a generative adversarial network with spatial and channel attention mechanisms

Pan, X., Yang, F., Gao, L., Chen, Z., Zhang, B., Fan, H. & Ren, J., 15 Apr 2019, In : Remote Sensing. 11, 8, 18 p., 917.

Research output: Contribution to journalArticle

Open Access
File
11 Citations (Scopus)
4 Downloads (Pure)
2017

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)
2019

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)
Open Access
File
1 Citation (Scopus)
14 Downloads (Pure)
2016
Open Access
File
13 Citations (Scopus)
86 Downloads (Pure)
2019

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)
2016

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)
2017

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)
2020

Adaptive distance-based band hierarchy (ADBH) for effective hyperspectral band selection

Sun, H., Ren, J., Zhao, H., Sun, G., Liao, W., Fang, Z. & Zabalza, J., 24 Mar 2020, In : IEEE Transactions on Cybernetics. 13 p.

Research output: Contribution to journalArticle

Open Access
File
15 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)
2018

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)

Advances in Brain-Inspired Cognitive Systems: 9th International Conference, BICS 2018, Xi'an, China, July 7-8, 2018, Proceedings

Ren, J. (ed.), Hussain, A. (ed.), Zheng, J. (ed.), Liu, C-L. (ed.), Luo, B. (ed.), Zhao, H. (ed.) & Zhao, X. (ed.), 28 Nov 2018, Cham: Springer. 850 p. (Lecture Notes in Artificial Intelligence)

Research output: Book/ReportBook

2019

Coastal wetland mapping with Sentinel-2 MSI imagery based on gravitational optimized multilayer perceptron and morphological attribute profiles

Zhang, A., Sun, G., Ma, P., Jia, X., Ren, J., Huang, H. & Zhang, X., 20 Apr 2019, In : Remote Sensing. 11, 8, 23 p., 952.

Research output: Contribution to journalArticle

Open Access
File
3 Citations (Scopus)
11 Downloads (Pure)
2017

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
File
36 Citations (Scopus)
51 Downloads (Pure)
2018

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)

A stability constrained adaptive alpha for gravitational search algorithm

Sun, G., Ma, P., Ren, J., Zhang, A. & Jia, X., 1 Jan 2018, In : Knowledge Based Systems. 139, p. 200-213 14 p.

Research output: Contribution to journalArticle

Open Access
File
43 Citations (Scopus)
33 Downloads (Pure)