Select Publications

Conference Papers

Fan L; Sowmya A; Meijering E; Song Y, 2021, 'Learning Visual Features by Colorization for Slide-Consistent Survival Prediction from Whole Slide Images', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 592 - 601, http://dx.doi.org/10.1007/978-3-030-87237-3_57

Gibson MJ; Sowmya A, 2021, 'Semi-supervised Siamese Networks for Change Recognition with VHR Imagery', in CEUR Workshop Proceedings

Buratti Y; Sowmya A; Evans R; Trupke T; Hameiri Z, 2020, 'Deep learning on electroluminescence images for end-of-line binning of full and half-cut cells', Online, presented at Asia Pacific Solar Research Conference, Online, 30 November 2020

Walter K; Gibson MJ; Sowmya A, 2020, 'Self-Supervised Remote Sensing Image Retrieval', in International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1683 - 1686, http://dx.doi.org/10.1109/IGARSS39084.2020.9323294

Lee IK; Trinder JC; Sowmya A, 2020, 'Application of u-net convolutional neural network to bushfire monitoring in australia with sentinel-1/-2 data', in International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives, pp. 573 - 578, http://dx.doi.org/10.5194/isprs-archives-XLIII-B1-2020-573-2020

Buratti Y; Sowmya A; Evans R; Trupke T; Hameiri Z, 2020, 'End-of-line binning of full and half-cut cells using deep learning on electroluminescence images', Virtual, presented at 47th IEEE Photovoltaics Specialists Conference, Virtual, 15 June 2020 - 19 June 2020

Iyer S; Sowmya A; Blair A; White C; Dawes L; Moses D, 2020, 'A Novel Approach to Vertebral Compression Fracture Detection Using Imitation Learning and Patch Based Convolutional Neural Network', in Proceedings - International Symposium on Biomedical Imaging, pp. 726 - 730, http://dx.doi.org/10.1109/ISBI45749.2020.9098714

Gharleghi R; Samarasinghe G; Sowmya A; Beier S, 2020, 'Deep Learning for Time Averaged Wall Shear Stress Prediction in Left Main Coronary Bifurcations', in Proceedings - International Symposium on Biomedical Imaging, pp. 818 - 821, http://dx.doi.org/10.1109/ISBI45749.2020.9098715

Ovens D; Samarasinghe G; Jagadeesh D; Naduvilath T; Sankaridurg P; Sowmya A, 2020, 'Automated grading of refractive error from fundus images using deep learning', in Optics InfoBase Conference Papers

Chang Y; Li Z; Luo L; Luo S; Sowmya A; Wang Y; Chen F, 2019, 'Exploring Latent Structure Similarity for Bayesian Nonparameteric Model with Mixture of NHPP Sequence', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Sydney, Australia, pp. 432 - 444, presented at International Conference on Neural Information Processing, ICONIP 2019, Sydney, Australia, 12 December 2019, http://dx.doi.org/10.1007/978-3-030-36711-4_36

Ghaffari M; Sowmya A; Oliver R; Hamey L, 2019, 'Multimodal Brain Tumour Segmentation using Densely Connected 3D Convolutional Neural Network', in 2019 Digital Image Computing: Techniques and Applications, DICTA 2019, http://dx.doi.org/10.1109/DICTA47822.2019.8946023

Buratti Y; Sowmya A; Evans R; Trupke T; Hameiri Z, 2019, 'Deep learning on electroluminescence imaging for end-of-line cell binning', Xi'an, Shaanxi, China, presented at 29th International Photovoltaic Science and Engineering Conference 2019, Xi'an, Shaanxi, China, 04 November 2019 - 08 November 2019

Wang G; Sun C; Sowmya A, 2019, 'ERL-Net: Entangled representation learning for single image de-raining', in Proceedings of the IEEE International Conference on Computer Vision, pp. 5643 - 5651, http://dx.doi.org/10.1109/ICCV.2019.00574

Ke J; Jiang Z; Liu C; Bednarz T; Sowmya A; Liang X, 2019, 'Selective detection and segmentation of cervical cells', in ACM International Conference Proceeding Series, Stockholm, pp. 55 - 61, presented at 11th International Conference on Bioinformatics and Biomedical Technology, Stockholm, 29 May 2019 - 31 May 2019, http://dx.doi.org/10.1145/3340074.3340081

Gibson MJ; Kaushik D; Sowmya A, 2019, 'Robust CNNs for detecting collapsed buildings with crowd-sourced data', in 2019 Joint Urban Remote Sensing Event, JURSE 2019, http://dx.doi.org/10.1109/JURSE.2019.8808946

Zhou F; Zhang Y; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2019, 'Hawkes process with stochastic triggering kernel', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Macau, China, pp. 319 - 330, presented at 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, 14 April 2019 - 17 April 2019, http://dx.doi.org/10.1007/978-3-030-16148-4_25

Chang Y; Li Z; Zhang B; Luo L; Sowmya A; Wang Y; Chen F, 2019, 'Recovering DTW distance between noise superposed NHPP', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Macau, China, pp. 229 - 241, presented at 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, April 14-17, 2019, proceedings, Macau, China, 14 April 2019 - 17 April 2019, http://dx.doi.org/10.1007/978-3-030-16145-3_18

Philip ME; Sowmya A; Avnet H; Ferreira A; Stevenson G; Welsh A, 2019, 'Convolutional neural networks for automated fetal cardiac assessment using 4d b-mode ultrasound', in Proceedings - International Symposium on Biomedical Imaging, pp. 824 - 828, http://dx.doi.org/10.1109/ISBI.2019.8759377

Kang J; Samarasinghe G; Senanayake U; Conjeti S; Sowmya A, 2019, 'Deep learning for volumetric segmentation in spatio-temporal data: Application to segmentation of prostate in DCE-MRI', in Proceedings - International Symposium on Biomedical Imaging, pp. 61 - 65, http://dx.doi.org/10.1109/ISBI.2019.8759314

Senanayake U; Sowmya A; Dawes L, 2018, 'Deep fusion pipeline for mild cognitive impairment diagnosis', in Proceedings - International Symposium on Biomedical Imaging, pp. 1394 - 1397, http://dx.doi.org/10.1109/ISBI.2018.8363832

Levenkova A; Sowmya A; Kalloniatis M; Ly A; Ho A, 2018, 'Lesion detection in ultra-wide field retinal images for diabetic retinopathy diagnosis', in Progress in Biomedical Optics and Imaging - Proceedings of SPIE, Houston, Texas, United States, presented at SPIE Medical Imaging 2018, Houston, Texas, United States, 10 February 2018 - 15 February 2018, http://dx.doi.org/10.1117/12.2293434

Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2018, 'A refined MISD algorithm based on Gaussian process regression', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 584 - 596, http://dx.doi.org/10.1007/978-3-319-93037-4_46

Yang M; Sowmya A; Wei ZQ; Zheng B, 2017, 'Inshore eutrophic underwater image enhancement based on light-particles interaction descattering', in OCEANS 2017 - Aberdeen, pp. 1 - 5, http://dx.doi.org/10.1109/OCEANSE.2017.8084657

Ke J; Guo Y; Sowmya A, 2017, 'A Fast Approximate Spectral Unmixing Algorithm Based on Segmentation', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, Honolulu, HI, USA, pp. 260 - 266, presented at 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Honolulu, HI, USA, 21 July 2017 - 26 July 2017, http://dx.doi.org/10.1109/CVPRW.2017.38

Goldsmith BE; Semenovich D; Sowmya A; Grgic G, 2017, 'Political competition and the initiation of international conflict', in World Politics, pp. 493 - 531, http://dx.doi.org/10.1017/S0043887116000307

ke JK; Guo YG; sowmya ; Bednarz TP, 2017, 'A Performance Acceleration Algorithm of Spectral Unmixing via Subset Selection', in ESANN 2017 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium), pp. 471 - 476, presented at ESANN 2017 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium), 26 April 2017 - 28 April 2017, https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2017-29.pdf

Deshpande S; Verma P; Sowmya A; Vaiapury K; Yadav P; Gubbi J; Ladha S; Balamuralidhar P, 2017, 'CogVis: Attention-driven cognitive architecture for visual change detection', in Proceedings of the ACM Symposium on Applied Computing, Marrakech, Morocco, pp. 151 - 154, presented at SAC '17 Proceedings of the Symposium on Applied Computing, Marrakech, Morocco, 03 April 2017 - 07 April 2017, http://dx.doi.org/10.1145/3019612.3019857

Senanayake U; Sowmya A; Dawes L; Kochan N; Wen W; Sachdev PS, 2017, 'Deep Learning Approach for Classification of Mild Cognitive Impairment Subtypes', in Proceedings of the 6th International Conference on Pattern Recognition Applications and Method (ICPRAM), Porto, Portugal, pp. 655 - 662, presented at 6th International Conference on Pattern Recognition Applications and Method (ICPRAM), Porto, Portugal, 24 February 2017 - 26 February 2017, http://dx.doi.org/10.5220/0006246306550662

Levenkova A; Sowmya A; Kalloniatis M; Ly A; Ho A, 2017, 'Automatic detection of diabetic retinopathy features in ultra-wide field retinal images', in Progress in Biomedical Optics and Imaging - Proceedings of SPIE, SPIE, Orlando, Florida, United States, presented at SPIE Medical Imaging, 2017, Orlando, Florida, United States, 13 February 2017 - 16 February 2017, http://dx.doi.org/10.1117/12.2253980

Thamali Lekamge BM; Sowmya A; Newman J, 2017, 'Prediction of protein X-ray crystallisation trial image time-courses', in ICPRAM 2017 - Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods, pp. 663 - 668, http://dx.doi.org/10.5220/0006246506630668

Ke J; Sowmya A; Guo Y; Bednarz T; Buckley M, 2016, 'Efficient GPU Computing Framework of Cloud Filtering in Remotely Sensed Image Processing', in 2016 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2016, http://dx.doi.org/10.1109/DICTA.2016.7797036

Ke J; Bednarz T; Sowmya A, 2016, 'Optimized GPU implementation for dynamic programming in image data processing', in 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016, Las Vegas, NV, USA, presented at 2016 IEEE 35th International Performance Computing and Communications Conference (IPCCC), Las Vegas, NV, USA, 09 December 2016 - 11 December 2016, http://dx.doi.org/10.1109/PCCC.2016.7820646

Lekamge BMT; sowmya A; Newman J, 2016, 'Multi-view learning for classification of X-ray crystallography images', in Perner P (ed.), Proceedings of 12th International conference on machine learning an data mining, Springer, New York, pp. 446 - 458, presented at 12th International conference on machine learning an data mining, New York, 16 July 2016 - 21 July 2016, http://dx.doi.org/10.1007/978-3-319-41920-6_35

Samarasinghe G; Sowmya A; Moses DA, 2016, 'Heterogeneity analysis of prostate peripheral zone lesions in 3.0 Tesla T2-weighted Magnetic Resonance Images', in CARS 2016-Computer Assisted Radiology and Surgery Proceedings of the 30th International Congress and Exhibition, IJCARS, Heidelberg Germany, pp. S121 - S122, presented at CARS 2016-Computer Assisted Radiology and Surgery, Heidelberg Germany, 21 June 2016 - 25 June 2016, http://dx.doi.org/10.1007/s11548-016-1412-5

Samarasinghe G; Sowmya A; Moses DA, 2016, 'Semi-quantitative analysis of prostate perfusion MRI by clustering of pre and post contrast enhancement phases', in Proceedings - International Symposium on Biomedical Imaging, IEEE, Prague, CZECH REPUBLIC, pp. 943 - 947, presented at IEEE 13th International Symposium on Biomedical Imaging (ISBI), Prague, CZECH REPUBLIC, 13 April 2016 - 16 April 2016, http://dx.doi.org/10.1109/ISBI.2016.7493420

Zarepour E; Kanhere S; Hosseini M; Sowmya A, 2016, 'A Context-based Privacy Preserving Framework for Wearable Visual Lifeloggers', Sydney, presented at 14th IEEE International Conference on Pervasive Computing and Communications (PerCom), Sydney, 14 March 2016 - 18 March 2016

Senanayake U; Sowmya A; Dawes L; Kochan NA; Wen W; Sachdev P, 2016, 'Classification of mild cognitive impairment subtypes using neuropsychological data', in Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods, Rome, Italy, pp. 620 - 629, presented at 5th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2016), Rome, Italy, 24 February 2016 - 26 February 2016, http://dx.doi.org/10.5220/0005747806200629

Hosseini M; Bednarz T; Sowmya A, 2016, 'Interactive Chan-Vese Approach with Random Walk for Medical Image Segmentation', in BIOIMAGING 2016 - 3rd International Conference on Bioimaging, Proceedings; Part of 9th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2016, Rome, Italy, presented at 3rd Int Conf Bioimaging, Rome, Italy, 21 February 2016 - 23 February 2016

Zong K; Sowmya A; Trinder JOHN, 2015, 'Building Change Detection Based on Markov Random Field: Exploiting Both Pixel and Corner Features', Adelaide, South Australia, presented at International Conference on Digital Image Computing: Techniques and Applications, Adelaide, South Australia, 23 November 2015 - 25 November 2015, http://dx.doi.org/10.1109/DICTA.2015.7371244

Liu Y; Wang Y; Sowmya A, 2015, 'Batch Mode Active Learning for Object Detection Based on Maximum Mean Discrepancy', Adelaide, Australia, presented at The International Conference on Digital Image Computing: Techniques and Applications (DICTA), Adelaide, Australia, 23 November 2015 - 25 November 2015

Zong K; Sowmya A; Trinder J, 2015, 'Building Change Detection Based on Markov Random Field Exploiting both pixel and corner features', in 2015 INTERNATIONAL CONFERENCE ON DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA), IEEE, AUSTRALIA, Adelaide, pp. 231 - 237, presented at International Conference on Digital Image Computing: Techniques and Applications, AUSTRALIA, Adelaide, 23 November 2015 - 25 November 2015, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000380485600033&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Samarasinghe G; Sowmya A; Moses DA, 2014, 'A Semi-Quantitative Analysis Model with Parabolic Modelling for DCE-MRI Sequences of Prostate', in Bouzerdoum A; Wang L; Ogunbona P; Li W; Phung SL (eds.), Digital lmage Computing: Techniques and Applications (DlCTA), 2014 International Conference on, IEEE, Wollongong, Australia, pp. 1 - 6, presented at International Conference on Digital Image Computing: Techniques and Applications (DICTA), Wollongong, Australia, 25 November 2014 - 27 November 2014, http://dx.doi.org/10.1109/DICTA.2014.7008092

Arakkonam Palaniveloo V; Sowmya A; Angelo Ambrose J, 2014, 'Improving GA-based NoC mapping algorithms using a formal model', in VLSI (ISVLSI), 2014 IEEE Computer Society Annual Symposium on, IEEE, Tampa, Florida, USA, pp. 344 - 349, presented at IEEE Computer Society Annual Symposium on VLSI, Tampa, Florida, USA, 09 July 2014 - 11 July 2014, http://dx.doi.org/10.1109/ISVLSI.2014.64

Pazokifard B; Sowmya A; Moses D, 2014, 'Patient-customized 3D Reconstruction of human ribs from lung MDCT dataset', in Wang G; He B (ed.), Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on, IEEE, Bejing, China, pp. 1131 - 1135, presented at IEEE 11th International Symposium on Biomedical Imaging, Bejing, China, 29 April 2014 - 02 May 2014, http://dx.doi.org/10.1109/ISBI.2014.6868074

Liu Y; Sowmya , 2014, 'Human Action Description Based on Temporal Pyramid Histograms', in Maria De Marsico P; Ana Fred P (ed.), ICPRAM 2014 - Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods, ICPRAM, Angers, Loire Valley, France, pp. 629 - 636, presented at International Conference on Pattern Recognition Applications and Methods (ICPRAM 2014), Angers, Loire Valley, France, 06 March 2014 - 08 March 2014, http://dx.doi.org/10.5220/0004825206290636

Hosseini M; Bednarz T; Sowmya A, 2014, 'Multi-users real-time interaction with bacterial biofilm images using augmented reality', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 298 - 308, http://dx.doi.org/10.1007/978-3-319-07464-1_28

Sowmya A; Soni B; Sowmya A, 2013, 'Victim detection and localisation in an urban disaster site', in 2013 IEEE International Conference on Robotics and Biomimetics (ROBIO 2013), IEEE, Shenzhen, China, pp. 2142 - 2147, presented at 2013 IEEE International Conference on Robotics and Biomimetics (ROBIO), Shenzhen, China, 12 December 2013 - 14 December 2013, http://dx.doi.org/10.1109/ROBIO.2013.6739786

Zong K; Sowmya A; Trinder J, 2013, 'Kernel partial least squares based hierarchical building change detection using high resolution aerial images and lidar data', in 2013 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2013, http://dx.doi.org/10.1109/DICTA.2013.6691502

Lekamge BMT; Sowmya A; Mele K; Fazio VJ; Newman J, 2013, 'Classification of protein crystallisation images using texture-based statistical features', in AIP Conference Proceedings, pp. 270 - 276, http://dx.doi.org/10.1063/1.4825019

Hosseini M; Sowmya A; Vallotton P; Bednarz T, 2013, 'High precision localization of bacteria', in AIP Conference Proceedings, pp. 215 - 220, http://dx.doi.org/10.1063/1.4825013


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