• 736 Citations
  • 14 h-Index
20102022

Research output per year

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Conference proceeding contribution
2018

Automatic segmentation of thigh muscle in longitudinal 3D T1-weighted magnetic resonance (MR) images

Tang, Z., Wang, C., Hoang, P., Liu, S., Cai, W., Soligo, D., Oliver, R., Barnett, M. & Fornusek, C., 1 Jan 2018, Data driven treatment response assessment and preterm, perinatal, and paediatric image analysis: First International Workshop, DATRA 2018 and Third International Workshop, PIPPI 2018 Held in Conjunction with MICCAI 2018, Proceedings. Melbourne, A., Licandro, R., DiFranco, M., Rota, P., Gau, M., Kampel, M., Aughwane, R., Moeskops, P., Schwartz, E., Robinson, E. & Makropoulos, A. (eds.). Springer-VDI-Verlag GmbH & Co. KG, p. 14-21 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11076 LNCS).

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

Feature learning with component selective encoding for histopathology image classification

Song, Y., Chang, H., Gao, Y., Liu, S., Zhang, D., Yao, J., Chrzanowski, W. & Cai, W., 23 May 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. Institute of Electrical and Electronics Engineers (IEEE), Vol. 2018-April. p. 257-260 4 p.

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

6 Citations (Scopus)

MS-GAN: GAN-based semantic segmentation of multiple sclerosis lesions in brain magnetic resonance imaging

Zhang, C., Song, Y., Liu, S., Lill, S., Wang, C., Tang, Z., You, Y., Gao, Y., Klistorner, A., Barnett, M. & Cai, W., 2018, 2018 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2018. Murshed, M., Paul, M., Asikuzzaman, M., Pickering, M., Natu, A., Robles-Kelly, A., You, S., Zheng, L. & Rahman, A. (eds.). Piscataway, NJ: Institute of Electrical and Electronics Engineers (IEEE), p. 84-91 8 p. 8615771

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

2 Citations (Scopus)

Whole Slide Image classification via iterative patch labelling

Zhang, C., Song, Y., Zhang, D., Liu, S., Chen, M. & Cai, W., Oct 2018, 2018 25th IEEE International Conference on Image Processing (ICIP): proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 1408-1412 5 p.

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

1 Citation (Scopus)
2017

Lung nodule classification by jointly using visual descriptors and deep features

Xie, Y., Zhang, J., Liu, S., Cai, W. & Xia, Y., 1 Jan 2017, Medical computer vision and Bayesian and graphical models for biomedical imaging: MICCAI 2016 International Workshops, MCV and BAMBI, Revised Selected Papers. Muller, H., Kelm, B. M., Arbel, T., Cai, W., Cardoso, M. J., Langs, G., Menze, B., Metaxas, D., Montillo, A., Wells III, W. M., Zhang, S., Chung, A. C. S., Jenkinson, M. & Ribbens, A. (eds.). Springer-VDI-Verlag GmbH & Co. KG, p. 116-125 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10081 LNCS).

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

10 Citations (Scopus)
2016

Clique identification and propagation for multimodal brain tumor image segmentation

Liu, S., Song, Y., Zhang, F., Feng, D., Fulham, M. & Cai, W., 1 Jan 2016, Brain informatics and health: International Conference, BIH 2016, Proceedings. Ascoli, G. A., Hawrylycz, M., Ali, H., Khazanchi, D. & Shi, Y. (eds.). Springer-VDI-Verlag GmbH & Co. KG, p. 285-294 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9919 LNAI).

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

1 Citation (Scopus)

Reconstruction of 3D neuron morphology using Rivulet back-tracking

Zhang, D., Liu, S., Liu, S., Feng, D., Peng, H. & Cai, W., 15 Jun 2016, 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2016 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), Vol. 2016-June. p. 598-601 4 p. 7493339

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

6 Citations (Scopus)
2015

Content-based retrieval of brain diffusion magnetic resonance image

Liu, S., Hadi, N., Liu, S., Pujol, S., Kikinis, R., Zhang, F., Feng, D. & Cai, W., 1 Jan 2015, Multimodal Retrieval in the Medical Domain: First International Workshop, MRMD 2015, Revised Selected Papers. Müller H., H., del Toro, O. A. J., Hanbury, A., Langs, G. & Rodríguez, A. F. (eds.). Cham: Springer-VDI-Verlag GmbH & Co. KG, p. 54-60 7 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9059).

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

1 Citation (Scopus)

Latent semantic association for medical image retrieval

Zhang, F., Song, Y., Liu, S., Pujol, S., Kikinis, R., Feng, D. & Cai, W., 12 Jan 2015, 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014. Phung, S. L., Bouzerdoum, A., Ogunbona, P., Li, W. & Wang, L. (eds.). Institute of Electrical and Electronics Engineers (IEEE), 6 p. 7008114

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

2 Citations (Scopus)

Longitudinal brain MR retrieval with diffeomorphic demons registration: what happened to those patients with similar changes?

Liu, S., Liu, S., Zhang, F., Cai, W., Pujol, S., Kikinis, R. & Feng, D., 1 Jan 2015, 2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015. Institute of Electrical and Electronics Engineers (IEEE), Vol. 2015-July. p. 588-591 4 p. 7163942

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

7 Citations (Scopus)

Motion representation of ciliated cell images with contour-alignment for automated CBF estimation

Zhang, F., Song, Y., Liu, S., Young, P., Traini, D., Morgan, L., Ong, H-X., Buddle, L., Liu, S., Feng, D. & Cai, W., 2015, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015: 18th International Conference : Munich, Germany, October 5-9, 2015 : proceedings, part III. Navab, N., Hornegger, J., Wells, W. M. & Frangi, A. F. (eds.). Cham: Springer, Springer Nature, p. 300-307 8 p. (Lecture notes in computer science; vol. 9351).

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

Multi-phase feature representation learning for neurodegenerative disease diagnosis

Liu, S., Liu, S., Cai, W., Pujol, S., Kikinis, R. & Feng, D. D., 1 Jan 2015, Artificial Life and Computational Intelligence: First Australasian Conference, ACALCI 2015, Proceedings. Chalup, S. K., Blair, A. D. & Randall, M. (eds.). Cham: Springer-VDI-Verlag GmbH & Co. KG, p. 350-359 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8955).

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

8 Citations (Scopus)

Ranking-based vocabulary pruning in bag-of-features for image retrieval

Zhang, F., Song, Y., Cai, W., Hauptmann, A. G., Liu, S., Liu, S., Feng, D. D. & Chen, M., 1 Jan 2015, Artificial Life and Computational Intelligence: First Australasian Conference, ACALCI 2015, Proceedings. Chalup, S. K., Blair, A. D. & Randall, M. (eds.). Cham: Springer-VDI-Verlag GmbH & Co. KG, p. 436-445 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8955).

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

5 Citations (Scopus)

Subject-centered multi-view feature fusion for neuroimaging retrieval and classification

Liu, S., Cai, W., Liu, S., Pujol, S., Kikinis, R. & Feng, D., 9 Dec 2015, 2015 IEEE International Conference on Image Processing, ICIP 2015: Proceedings. Institute of Electrical and Electronics Engineers (IEEE), Vol. 2015-December. p. 2505-2509 5 p. 7351253

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

4 Citations (Scopus)
2014

A 3D difference-of-Gaussian-based lesion detector for brain PET

Cai, W., Liu, S., Song, Y., Pujol, S., Kikinis, R. & Feng, D., 2 May 2014, 2014 IEEE 11th International Symposium on Biomedical Imaging, ISBI 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 677-680 4 p.

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

Automated feedback extraction for medical imaging retrieval

Cai, W., Zhang, F., Song, Y., Liu, S., Wen, L., Eberl, S., Fulham, M. & Feng, D., 1 Jan 2014, 2014 IEEE 11th International Symposium on Biomedical Imaging, ISBI 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 907-910 4 p. 6868018

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

6 Citations (Scopus)

Co-neighbor multi-view spectral embedding for medical content-based retrieval

Che, H., Liu, S., Cai, W., Pujol, S., Kikinis, R. & Feng, D., 1 Jan 2014, 2014 IEEE 11th International Symposium on Biomedical Imaging, ISBI 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 911-914 4 p. 6868019

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

9 Citations (Scopus)

Early diagnosis of Alzheimer's disease with deep learning

Liu, S., Liu, S., Cai, W., Pujol, S., Kikinis, R. & Feng, D., 1 Jan 2014, 2014 IEEE 11th International Symposium on Biomedical Imaging, ISBI 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 1015-1018 4 p. 6868045

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

139 Citations (Scopus)

Hierarchical and binary spatial descriptors for lung nodule image retrieval

Ng, G., Song, Y., Cai, W., Zhou, Y., Liu, S. & Dagan Feng, D., 2 Nov 2014, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 6463-6466 4 p. 6945108

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

5 Citations (Scopus)

Propagation graph fusion for multi-modal medical content-based retrieval

Liu, S., Liu, S., Pujol, S., Kikinis, R., Feng, D. & Cai, W., 1 Jan 2014, 2014 13th International Conference on Control Automation Robotics and Vision, ICARCV 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 849-854 6 p. 7064415

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

5 Citations (Scopus)
2013

A bag of semantic words model for medical content-based retrieval

Liu, S., Cai, W., Song, Y., Pujol, S., Kikinis, R. & Feng, D., 26 Sep 2013, International Workshop on Medical Content-Based Retrieval for Clinical Decision Support 2013. 8 p.

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

A supervised multiview spectral embedding method for neuroimaging classification

Liu, S., Zhang, L., Cai, W., Song, Y., Wang, Z., Wen, L. & Feng, D. D., 1 Dec 2013, 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 601-605 5 p. 6738124

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

19 Citations (Scopus)

Graph cuts based relevance feedback in image retrieval

Zhang, L., Liu, S., Wang, Z., Cai, W., Song, Y. & Feng, D. D., 1 Dec 2013, 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 4358-4362 5 p. 6738898

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

Localized Sparse Code Gradient in Alzheimer's disease staging

Liu, S., Cai, W., Song, Y., Pujol, S., Kikinis, R., Wen, L. & Feng, D. D., 31 Oct 2013, 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2013. Institute of Electrical and Electronics Engineers (IEEE), p. 5398-5401 4 p. 6610769

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

11 Citations (Scopus)

Multi-Channel brain atrophy pattern analysis in neuroimaging retrieval

Liu, S., Cai, W., Wen, L. & Feng, D., 22 Aug 2013, ISBI 2013 - 2013 IEEE 10th International Symposium on Biomedical Imaging: From Nano to Macro. Institute of Electrical and Electronics Engineers (IEEE), p. 202-205 4 p. 6556447

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

15 Citations (Scopus)

Multifold Bayesian kernelization in Alzheimer's diagnosis

Liu, S., Song, Y., Cai, W., Pujol, S., Kikinis, R., Wang, X. & Feng, D., 24 Oct 2013, Medical Image Computing and Computer-Assisted Intervention: MICCAI 2013 - 16th International Conference, Proceedings. Mori, K., Sakuma, I., Sato, Y., Barillot, C. & Navab, N. (eds.). PART 2 ed. Springer, Springer Nature, p. 303-310 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8150 LNCS, no. PART 2).

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

23 Citations (Scopus)

Neuroimaging biomarker based prediction of Alzheimer's disease severity with optimized graph construction

Liu, S., Cai, W., Wen, L. & Feng, D., 22 Aug 2013, ISBI 2013 - 2013 IEEE 10th International Symposium on Biomedical Imaging: From Nano to Macro. Institute of Electrical and Electronics Engineers (IEEE), p. 1336-1339 4 p. 6556779

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

11 Citations (Scopus)
2012

Multiscale and multiorientation feature extraction with degenerative patterns for 3D neuroimaging retrieval

Liu, S., Cai, W., Wen, L. & Feng, D. D., 1 Dec 2012, 2012 IEEE International Conference on Image Processing, ICIP 2012 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 1249-1252 4 p. 6467093

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

9 Citations (Scopus)
2011

Generalized regional disorder-sensitive-weighting scheme for 3D neuroimaging retrieval

Liu, S., Cai, W., Wen, L., Eberl, S., Fulham, M. J. & Feng, D. D., 26 Dec 2011, 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2011. Institute of Electrical and Electronics Engineers (IEEE), p. 7009-7012 4 p. 6091772

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

13 Citations (Scopus)

Localized functional neuroimaging retrieval using 3D discrete curvelet transform

Liu, S., Cai, W., Wen, L., Eberl, S., Fulham, M. J. & Feng, D., 2 Nov 2011, 2011 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI'11. Institute of Electrical and Electronics Engineers (IEEE), p. 1877-1880 4 p. 5872774

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

15 Citations (Scopus)

Volumetric congruent local binary patterns for 3D neurological image retrieval

Liu, S., Cai, W., Wen, L. & Dagan Feng, D., 20 Nov 2011, 26th International Conference Image and Vision Computing New Zealand, IVCNZ 2011. New York: Association for Computing Machinery (ACM), 5 p.

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

2010

3D neurological image retrieval with localized patholo-gycentric CMRGLC patterns

Cai, W., Liu, S., Wen, L., Eberl, S., Fulham, M. J. & Feng, D., 1 Dec 2010, 2010 IEEE International Conference on Image Processing, ICIP 2010 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. 3201-3204 4 p. 5651869

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

32 Citations (Scopus)

A robust volumetric feature extraction approach for 3D neuroimaging retrieval

Liu, S., Cai, W., Wen, L., Eberl, S., Fulham, M. J. & Feng, D., 1 Dec 2010, 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10. Institute of Electrical and Electronics Engineers (IEEE), p. 5657-5660 4 p. 5627900

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

13 Citations (Scopus)

Localized multiscale texture based retrieval of neurological image

Liu, S., Jing, L., Cai, W., Wen, L., Eberl, S., Fulham, M. J. & Feng, D., 1 Dec 2010, Proceedings of the 23rd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2010. Institute of Electrical and Electronics Engineers (IEEE), p. 243-248 6 p. 6042649

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

3 Citations (Scopus)