By Professor Arcot Sowmya

Conference Papers

Mondol RK; Millar EKA; Sowmya A; Meijering E, 2024, 'MM-Survnet: Deep Learning-Based Survival Risk Stratification in Breast Cancer Through Multimodal Data Fusion', in Proceedings - International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI56570.2024.10635810

Shanmugalingam K; Sowmya A; Moses D; Meijering E, 2024, 'Prostate Segmentation Using Multiparametric and Multiplanar Magnetic Resonance Images', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 217 - 226, http://dx.doi.org/10.1007/978-3-031-45673-2_22

Xu H; Su X; Sowmya A; Katz I; Wang D, 2024, 'SCD-NAS: Towards Zero-Cost Training in Melanoma Diagnosis', in Proceedings - IEEE International Conference on Multimedia and Expo, http://dx.doi.org/10.1109/ICME57554.2024.10687537

Zhang S; Gharleghi R; Singh S; Sowmya A; Beier S, 2023, 'Assessing Encoder-Decoder Architectures for Robust Coronary Artery Segmentation', in Bailey D; Punchihewa A; Paturkar A (eds.), Proceedings of the 2023 38th International Conference Image and Vision Computing New Zealand (IVCNZ), IEEE, Palmerston North, New Zealand, presented at IVCNZ 2023 Image and Vision Computing, Palmerston North, New Zealand, 29 November 2023 - 30 November 2023, http://dx.doi.org/10.1109/IVCNZ61134.2023.10343804

Gan PZ; Sowmya A; Mohammadi G, 2023, 'CLIP-based Model for Effective and Explainable Apparent Personality Perception', Canada, presented at Proceedings of ACM Conference on Multimedia Workshops, Canada, 30 October 2023, http://dx.doi.org/10.1145/3607865.3613178

Rahman MA; Singh S; Shanmugalingam K; Iyer S; Blair A; Ravindran P; Sowmya A, 2023, 'Attention and Pooling based Sigmoid Colon Segmentation in 3D CT images', in 2023 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2023, pp. 312 - 319, http://dx.doi.org/10.1109/DICTA60407.2023.00050

Yogesan DS; Onie S; De Belen RA; Beavan G; Sowmya A; Larsen M, 2023, 'Evaluating a Human Detection Model in a Behaviour Analysis Pipeline for Suicide Prevention', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10339992

Iqbal MZ; Razzak I; Qayyum A; Khan T; Sowmya A, 2023, 'Hybrid Unsupervised Deformable Image Registration for 4D CT Lung Image Intra-modalities', in 2023 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2023, pp. 441 - 447, http://dx.doi.org/10.1109/DICTA60407.2023.00067

Shanmugalingam K; Moses D; Sowmya A; Meijering E, 2023, 'Membranous Urethral Reconstruction and Segmentation in Multiplanar T2W MRI Images', in Proceedings - International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI53787.2023.10230618

Wang L; Guo Y; Wang Y; Li J; Gu S; Timofte R; Cheng M; Ma H; Ma Q; Sun X; Zhao S; Sheng X; Ding Y; Sun M; Wen X; Zhang D; Li J; Wang F; Xie Z; He Z; Qiu Z; Pan Z; Zhan Z; Xian X; Jin Z; Zhou Y; Deng W; Nie R; Zhang J; Gao Q; Tong T; Zhang K; Zhang J; Peng R; Ma Y; Jiao L; Bai H; Kong L; Pan J; Dong J; Tang J; Cao P; Huang T; Yang L; Song Q; Chen B; He C; Chen M; Guo Z; Luo S; Cao C; Wang K; Zhang F; Zhang Q; Mehta N; Murala S; Dudhane A; Wang Y; Li L; Gendy G; Sabor N; Hou J; He G; Chen J; Li H; Shi Y; Yang Z; Zou W; Zhang Y; Jiang M; Yu Z; Tan M; Gao H; Luo Z; Gustafsson FK; Zhao Z; Sjölund J; Schön TB; Chen J; Yang B; Zhang X; Li C; Yuan W; Li Z; Deng R; Zeng J; Mahajan P; Mistry S; Chatterjee S; Jakhetiya V; Subudhi B; Jaiswal S; Zhang Z; Zheng H; Zhao S; Gao Y; Wei Y; Wang B; Li G; Li A, 2023, 'NTIRE 2023 Challenge on Stereo Image Super-Resolution: Methods and Results', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 1346 - 1372, http://dx.doi.org/10.1109/CVPRW59228.2023.00141

de Belen RA; Mohammadi G; Sowmya A, 2023, 'Temporal Understanding of Gaze Communication with GazeTransformer', in Proceedings of Machine Learning Research

Chu Z; Singh S; Sowmya A, 2023, 'TSDNET: A Tumour Segmentation Network with 3D Direction-Wise Convolution', in Proceedings - International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI53787.2023.10230462

Canepa L; Singh S; Sowmya A, 2023, 'Visual Question Answering in the Medical Domain', in 2023 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2023, pp. 379 - 386, http://dx.doi.org/10.1109/DICTA60407.2023.00059

Aldausari N; Sowmya A; Marcus N; Mohammadi G, 2022, 'Diverse Audio-to-Video GAN Using Multiscale Image Fusion', Australia, presented at Australasian Joint Conference on Artificial Intelligence, Australia, 05 December 2022

Gan Z; Sowmya A; Mohammadi G, 2022, 'Zero-shot Personality Perception From Facial Images', in Proceedings of the Australasian Joint Conference on Artificial Intelligence, Perth, presented at Australasian Joint Conference on Artificial Intelligence, AJCAI2022, Perth, 05 December 2022

Dwivedi P; Buratti Y; Abdullah-Vetter Z; Liu G; Javier GM; Sowmya A; Trupke T; Hameiri Z, 2022, 'Accelerating the solar energy transition through artificial intelligence', Nagoya, Japan, presented at 33rd International Photovoltaic Science and Engineering Conference, Nagoya, Japan, 13 November 2022

Aldausari N; Sowmya A; Marcus N; Mohammadi G, 2022, 'Cascaded Siamese Self-supervised Audio to Video GAN', USA, presented at Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, USA, 19 July 2022

Abdullah-Vetter Z; Dwivedi P; Buratti Y; Krzywicki A; Sowmya A; Trupke T; Hameiri Z, 2022, 'Automated analysis of internal quantum efficiency using chain order regression', in Conference Record of the IEEE Photovoltaic Specialists Conference, Institute of Electrical and Electronics Engineers (IEEE), Philadelphia, USA, pp. 476 - 478, presented at 49th IEEE Photovoltaics Specialists Conference, Philadelphia, USA, 06 June 2022 - 10 June 2022, http://dx.doi.org/10.1109/PVSC48317.2022.9938500

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 (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', 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

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