Select Publications

Conference Papers

Xu H; Su X; You S; Huang T; Wang F; Qian C; Zhang C; Xu C; Wang D; Sowmya A, 2022, 'Data Agnostic Filter Gating For Efficient Deep Networks', in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, Singapore, pp. 3503 - 3507, presented at 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, 23 May 2022, http://dx.doi.org/10.1109/ICASSP43922.2022.9746346

Chen N; Gharleghi R; Sowmya A; Beier S, 2022, 'Learning Left Main Bifurcation Shape Features with an Autoencoder', in Proceedings International Symposium on Biomedical Imaging, Institute of Electrical and Electronics Engineers (IEEE), INDIA, Kolkata, pp. 1 - 4, presented at 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), INDIA, Kolkata, 28 March 2022 - 31 March 2022, http://dx.doi.org/10.1109/ISBI52829.2022.9761591

Philip ME; Ferrieira A; Tomar A; Chawla S; Welsh AW; Stevenson GN; Sowmya A, 2022, 'A Machine Learning Framework for Fully Automatic 3D Fetal Cardiac Ultrasound Evaluation', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI52829.2022.9761613

Shanmugalingam K; Sowmya A; Moses D; Meijering E, 2022, 'Attention Guided Deep Supervision Model for Prostate Segmentation in Multisite Heterogeneous MRI Data', in Proceedings of Machine Learning Research, pp. 1085 - 1095

Fan L; Sowmya A; Meijering E; Song Y, 2022, 'Fast FF-to-FFPE Whole Slide Image Translation via Laplacian Pyramid and Contrastive Learning', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 409 - 419, http://dx.doi.org/10.1007/978-3-031-16434-7_40

Rana P; Sowmya A; Meijering E; Song Y, 2022, 'Imbalanced Cell-Cycle Classification Using Wgan-Div and Mixup', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI52829.2022.9761488

Xu H; Wang D; Sowmya A, 2022, 'Multi-scale alignment and Spatial ROI Module for COVID-19 Diagnosis', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN55064.2022.9892038

De Belen RAJ; Bednarz T; Sowmya A, 2022, 'ScanpathNet: A Recurrent Mixture Density Network for Scanpath Prediction', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 5006 - 5016, http://dx.doi.org/10.1109/CVPRW56347.2022.00549

Wu H; Pang S; Sowmya A, 2022, 'Tgnet: A Task-Guided Network Architecture for Multi-Organ and Tumour Segmentation from Partially Labelled Datasets', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI52829.2022.9761582

Iyer S; Blair A; White C; Dawes L; Moses D; Sowmya A, 2022, 'Vertebral Compression Fracture detection using Multiple Instance Learning and Majority Voting', in Proceedings International Conference on Pattern Recognition, pp. 4630 - 4636, http://dx.doi.org/10.1109/ICPR56361.2022.9956309

Abdullah-Vetter Z; Dwivedi P; Buratti Y; Krzywicki A; Sowmya A; Trupke T; Hameiri Z, 2021, 'Simplified analysis of internal quantum efficiency using machine learning', Sydney, presented at Asia-Pacific Solar Research Conference, Sydney, 16 December 2021, http://dx.doi.org/10.26190/unsworks/28136

Buratti Y; Sowmya A; Cobar Clement CE; Nalluri S; Duttagupta S; Trupke T; Hameiri Z, 2021, 'Efficiency prediction of solar cells using photoluminescence images and deep Learning', in Small letters, Online, presented at 31th International Photovoltaic Science and Engineering Conference, Online, 13 December 2021 - 15 December 2021

Aldausari N; Sowmya A; Marcus N; Mohammadi G, 2021, 'PhonicsGAN: Synthesizing Graphical Videos from Phonics Songs', Online, presented at International Conference on Artificial Intelligence, Online, 14 September 2021

Buratti Y; Abdullah-Vetter Z; Sowmya A; Trupke T; Hameiri Z, 2021, 'A deep learning approach for loss-analysis from luminescence images', in Conference Record of the IEEE Photovoltaic Specialists Conference, Institute of Electrical and Electronics Engineers (IEEE), Online, pp. 97 - 100, presented at 48th IEEE Photovoltaics Specialists Conference, Online, 20 June 2021 - 25 June 2021, http://dx.doi.org/10.1109/PVSC43889.2021.9518512

Abdullah-Vetter Z; Buratti Y; Dwivedi P; Sowmya A; Trupke T; Hameiri Z, 2021, 'Localization of defects in solar cells using luminescence images and deep learning', in Conference Record of the IEEE Photovoltaic Specialists Conference, Institute of Electrical and Electronics Engineers (IEEE), Online, pp. 745 - 749, presented at 48th IEEE Photovoltaics Specialists Conference, Online, 20 June 2021 - 25 June 2021, http://dx.doi.org/10.1109/PVSC43889.2021.9518702

De Belen RAJ; Bednarz T; Sowmya A, 2021, 'EyeXplain Autism: Interactive System for Eye Tracking Data Analysis and Deep Neural Network Interpretation for Autism Spectrum Disorder Diagnosis', in Conference on Human Factors in Computing Systems - Proceedings, http://dx.doi.org/10.1145/3411763.3451784

Rana P; Meijering E; Sowmya A; Song Y, 2021, 'Multi-label classification based on subcellular region-guided feature description for protein localisation', in Proceedings International Symposium on Biomedical Imaging, pp. 1929 - 1933, http://dx.doi.org/10.1109/ISBI48211.2021.9434145

Alam MS; Wang D; Sowmya A, 2021, 'Bidirectional Convolutional-LSTM based Network for lung segmentation of chest X-ray images', in Proceedings International Conference on Tools with Artificial Intelligence Ictai, pp. 915 - 919, http://dx.doi.org/10.1109/ICTAI52525.2021.00147

Bharath T; Yatin GS; Sowmya AY; Sai SA; Parameswaran A; Kajur RR, 2021, 'Circular Microstrip Patch Antenna Using Superstrate for Deep Space Application', in 2021 IEEE International Conference on Mobile Networks and Wireless Communications Icmnwc 2021, http://dx.doi.org/10.1109/ICMNWC52512.2021.9688381

Wu R; Sun C; Liu Z; Sowmya A, 2021, 'Deep learning based stereo cost aggregation on a small dataset', in Dicta 2021 2021 International Conference on Digital Image Computing Techniques and Applications, http://dx.doi.org/10.1109/DICTA52665.2021.9647104

Alam MS; Wang D; Sowmya A, 2021, 'Image data augmentation for improving performance of deep learning-based model in pathological lung segmentation', in Dicta 2021 2021 International Conference on Digital Image Computing Techniques and Applications, http://dx.doi.org/10.1109/DICTA52665.2021.9647209

Liang M; Li X; Onie S; Larsen M; Sowmya A, 2021, 'Improved Spatio-temporal Action Localization for Surveillance Videos', in Dicta 2021 2021 International Conference on Digital Image Computing Techniques and Applications, http://dx.doi.org/10.1109/DICTA52665.2021.9647106

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, 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', in Conference Record of the IEEE Photovoltaic Specialists Conference, Institute of Electrical and Electronics Engineers (IEEE), Virtual, pp. 0133 - 0138, presented at 47th IEEE Photovoltaics Specialists Conference, Virtual, 15 June 2020 - 19 June 2020, http://dx.doi.org/10.1109/PVSC45281.2020.9300923

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, http://dx.doi.org/10.26190/unsworks/27457

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, Institute of Electrical and Electronics Engineers (IEEE), ITALY, Venice, pp. 824 - 828, presented at 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), ITALY, Venice, 08 April 2019 - 11 April 2019, 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


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