• 589 Citations
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20102022
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Research Outputs 2010 2019

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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 contributionResearchpeer-review

Magnetic Resonance Image
Magnetic resonance
Muscle
Segmentation
Registration

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 contributionResearchpeer-review

Image classification
Learning
Textures
Neural networks

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 contributionResearchpeer-review

Magnetic resonance
Semantics
Multiple Sclerosis
Brain
Magnetic Resonance Imaging

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 contributionResearchpeer-review

Image classification
Labeling
Pathology
Tumors
Brain
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 contributionResearchpeer-review

Nodule
Lung
Descriptors
Classification Algorithm
Image classification
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 contributionResearchpeer-review

Brain Tumor
Clique
Image segmentation
Image Segmentation
Tumors

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 contributionResearchpeer-review

Neurons
Computer-Assisted Image Processing
Neurology
Nervous System
Noise
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 contributionResearchpeer-review

Content based retrieval
Content-based Retrieval
Magnetic Resonance Image
Magnetic resonance
Brain

Latent semantic association for medical image retrieval

Zhang, F., Song, Y., Liu, S., Pujol, S., Kikinis, R., Feng, D. & Cai, W., 1 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 contributionResearchpeer-review

Image retrieval
Semantics
Neuroimaging
Image analysis
Experiments

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 contributionResearchpeer-review

Content based retrieval
Neuroimaging
Brain
Tissue Extracts
Information Systems

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 contributionResearchpeer-review

Neurodegenerative diseases
Neuroimaging
Biomarkers
Disorder
High-dimensional

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 contributionResearchpeer-review

Image retrieval
Image Retrieval
Pruning
Ranking
Medical applications

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 contributionResearchpeer-review

Neuroimaging
Fusion reactions
Computer aided diagnosis
Pathology
Brain
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 contributionResearchpeer-review

Positron emission tomography
Brain
Detectors
Metabolism
Biomarkers

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 contributionResearchpeer-review

Medical imaging
Diagnostic Imaging
Image retrieval
Feedback
Medical applications

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 contributionResearchpeer-review

Content based retrieval
Fusion reactions
Neuroimaging
Spectrum analysis
Databases

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 contributionResearchpeer-review

Early Diagnosis
Alzheimer Disease
Learning
Computer aided diagnosis
Prodromal Symptoms

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 contributionResearchpeer-review

Image retrieval
Lung
Neoplasm Staging
Invariance
Tumors

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 contributionResearchpeer-review

Content based retrieval
Fusion reactions
Electric fuses
Imaging techniques
Computer aided diagnosis
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 contributionResearchpeer-review

Content based retrieval
Semantics
Neuroimaging
Image retrieval
Pipelines

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 contributionResearchpeer-review

Neuroimaging

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 contributionResearchpeer-review

Image retrieval
Feedback
Information retrieval
Labeling

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 contributionResearchpeer-review

Alzheimer Disease
Neuroimaging
Dementia
Magnetic Resonance Imaging
Testing

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 contributionResearchpeer-review

Neuroimaging
Atrophy
Brain
Content based retrieval
Information Storage and Retrieval

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 contributionResearchpeer-review

Kernelization
Biomarkers
Alzheimer's Disease
Neuroimaging
Dementia

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 contributionResearchpeer-review

Neuroimaging
Biomarkers
Alzheimer Disease
Cost functions
Atrophy
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 contributionResearchpeer-review

Neuroimaging
Feature extraction
Medical imaging
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 contributionResearchpeer-review

Neuroimaging
Nervous System Diseases
Functional neuroimaging
Functional Neuroimaging
Information Storage and Retrieval

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 contributionResearchpeer-review

Functional neuroimaging
Neuroimaging
Functional Neuroimaging
Content based retrieval
Information Storage and Retrieval

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 contributionResearchpeer-review

Image retrieval
Neuroimaging
Imaging techniques
Positron emission tomography
Image classification
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 contributionResearchpeer-review

Image retrieval
Functional neuroimaging
Imaging techniques
Pathology
Information management

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 contributionResearchpeer-review

Neuroimaging
Information Storage and Retrieval
Feature extraction
Image retrieval
Masks

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 contributionResearchpeer-review

Neuroimaging
Image retrieval
Information management
Computational complexity
Textures