By Associate Professor Yang Song

Conference Papers

Luo S; Heng Z; Pagnucco M; Song Y, 2022, 'Two-Stage Topological Refinement Network for Retinal Artery/Vein Classification', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI52829.2022.9761669

Wang J; Long Y; Pagnucco M; Song Y, 2021, 'Dynamic Graph Warping Transformer for Video Alignment', in 32nd British Machine Vision Conference, BMVC 2021, Virtual, presented at 32nd British Machine Vision Conference, BMVC 2021, Virtual, 22 November 2021, https://www.bmvc2021-virtualconference.com/conference/papers/paper_0993.html

Liu Y; Mohammadi G; Song Y; Johal W, 2021, 'Speech-based Gesture Generation for Robots and Embodied Agents: A ScopingReview', Japan, presented at Human-Agent Interaction, Japan, 09 November 2021

Bai Y; Wang J; Long Y; Hu B; Song Y; Pagnucco M; Guan Y, 2021, 'Discriminative Latent Semantic Graph for Video Captioning', in Mm 2021 Proceedings of the 29th ACM International Conference on Multimedia, pp. 3556 - 3564, http://dx.doi.org/10.1145/3474085.3475519

Pagnucco M; Rajaratnam D; Limarga R; Nayak A; Song Y, 2021, 'Epistemic Reasoning for Machine Ethics with Situation Calculus', in Aies 2021 Proceedings of the 2021 Aaai ACM Conference on AI Ethics and Society, pp. 814 - 821, http://dx.doi.org/10.1145/3461702.3462586

Yu J; Zhang C; Song Y; Cai W, 2021, 'ICE-GAN: Identity-Aware and Capsule-Enhanced GAN with Graph-Based Reasoning for Micro-Expression Recognition and Synthesis', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN52387.2021.9533988

Lin H; Pagnucco M; Song Y, 2021, 'Edge guided progressively generative image outpainting', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 806 - 815, http://dx.doi.org/10.1109/CVPRW53098.2021.00090

Chen Y; Song Y; Zhang C; Zhang F; O'Donnell L; Chrzanowski W; Cai W, 2021, 'Celltrack R-CNN: A novel end-to-end deep neural network for cell segmentation and tracking in microscopy images', in Proceedings International Symposium on Biomedical Imaging, pp. 779 - 782, http://dx.doi.org/10.1109/ISBI48211.2021.9434057

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

Wang H; Song Y; Zhang C; Yu J; Liu S; Pengy H; Cai W, 2021, 'Single neuron segmentation using graph-based global reasoning with auxiliary skeleton loss from 3D optical microscope images', in Proceedings International Symposium on Biomedical Imaging, pp. 934 - 938, http://dx.doi.org/10.1109/ISBI48211.2021.9434071

Cong C; Liu S; Ieva AD; Pagnucco M; Berkovsky S; Song Y, 2021, 'Texture enhanced generative adversarial network for stain normalisation in histopathology images', in Proceedings International Symposium on Biomedical Imaging, pp. 1949 - 1952, http://dx.doi.org/10.1109/ISBI48211.2021.9433860

Zhang C; Yu J; Song Y; Cai W, 2021, 'Exploiting Edge-Oriented Reasoning for 3D Point-based Scene Graph Analysis', in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 9700 - 9710, http://dx.doi.org/10.1109/CVPR46437.2021.00958

Chu SW; Zhang C; Song Y; Cai W, 2021, 'ITERATIVE SUBNETWORK WITH LINEAR HIERARCHICAL ORDERING FOR HUMAN POSE ESTIMATION', in Proceedings International Conference on Image Processing Icip, pp. 514 - 518, http://dx.doi.org/10.1109/ICIP42928.2021.9506319

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

Xiang T; Zhang C; Song Y; Yu J; Cai W, 2021, 'Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis', in Proceedings of the IEEE International Conference on Computer Vision, pp. 895 - 904, http://dx.doi.org/10.1109/ICCV48922.2021.00095

Cong C; Yang Z; Song Y; Pagnucco M, 2020, 'Towards Enforcing Social Distancing Regulations with Occlusion-Aware Crowd Detection', in 16th IEEE International Conference on Control Automation Robotics and Vision Icarcv 2020, pp. 297 - 302, http://dx.doi.org/10.1109/ICARCV50220.2020.9305507

Huang R; Song Y; Pagnucco M, 2020, 'An Improved Discriminator for GAN-Based Trajectory Prediction Models', in 2020 Digital Image Computing Techniques and Applications Dicta 2020, http://dx.doi.org/10.1109/DICTA51227.2020.9363414

Dodballapur V; Song Y; Huang H; Chen M; Chrzanowski W; Cai W, 2020, 'Dual-Stage Domain Adaptive Mitosis Detection for Histopathology Images', in 2020 Digital Image Computing Techniques and Applications Dicta 2020, http://dx.doi.org/10.1109/DICTA51227.2020.9363411

Tang Z; Zhang D; Song Y; Wang H; Liu D; Zhang C; Liu S; Peng H; Cai W, 2020, '3D Conditional Adversarial Learning for Synthesizing Microscopic Neuron Image Using Skeleton-to-Neuron Translation', in Proceedings - International Symposium on Biomedical Imaging, pp. 1775 - 1779, http://dx.doi.org/10.1109/ISBI45749.2020.9098345

Dodballapur V; Calisa R; Song Y; Cai W, 2020, 'Automatic Dropout for Deep Neural Networks', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 185 - 196, http://dx.doi.org/10.1007/978-3-030-63836-8_16

Xiang T; Zhang C; Liu D; Song Y; Huang H; Cai W, 2020, 'Bio-net: Learning recurrent bi-directional connections for encoder-decoder architecture', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 74 - 84, http://dx.doi.org/10.1007/978-3-030-59710-8_8

Limarga R; Pagnucco M; Song Y; Nayak A, 2020, 'Non-monotonic Reasoning for Machine Ethics with Situation Calculus', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 203 - 215, http://dx.doi.org/10.1007/978-3-030-64984-5_16

Zhang C; Song Y; Yao L; Cai W, 2020, 'Shape-oriented convolution neural network for point cloud analysis', in Aaai 2020 34th Aaai Conference on Artificial Intelligence, pp. 12773 - 12780

Liu D; Zhang D; Song Y; Zhang F; O’Donnell L; Huang H; Chen M; Cai W, 2020, 'Unsupervised instance segmentation in microscopy images via panoptic domain adaptation and task re-weighting', in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 4242 - 4251, http://dx.doi.org/10.1109/CVPR42600.2020.00430

Zhang D; Song Y; Liu D; Zhang C; Wu Y; Wang H; Zhang F; Xia Y; O’Donnell LJ; Cai W, 2019, 'Efficient 3D Depthwise and Separable Convolutions with Dilation for Brain Tumor Segmentation', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Adelaide, SA, Australia, pp. 563 - 573, presented at AI 2019 Advances in Artificial Intelligence, Adelaide, SA, Australia, 02 December 2019, http://dx.doi.org/10.1007/978-3-030-35288-2_45

Ke J; Deng J; Lu Y; Wang D; Song Y; Zhang H, 2019, 'Assessment and Elimination of Inflammatory Cell: A Machine Learning Approach in Digital Cytology', in 2019 Digital Image Computing Techniques and Applications Dicta 2019, Institute of Electrical and Electronics Engineers (IEEE), AUSTRALIA, Perth, pp. 1 - 8, presented at 2019 Digital Image Computing: Techniques and Applications (DICTA), AUSTRALIA, Perth, 02 December 2019 - 04 December 2019, http://dx.doi.org/10.1109/DICTA47822.2019.8946065

Wu Y; Xia Y; Song Y; Zhang D; Liu D; Zhang C; Cai W, 2019, 'Vessel-Net: Retinal vessel segmentation under multi-path supervision', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Shenzhen, China, pp. 264 - 272, presented at MICCAI 2019 - 22nd international conference, Shenzhen, China, October 13-17, 2019, Shenzhen, China, 13 October 2019 - 17 October 2019, http://dx.doi.org/10.1007/978-3-030-32239-7_30

Jia H; Song Y; Huang H; Cai W; Xia Y, 2019, 'HD-Net: Hybrid Discriminative Network for Prostate Segmentation in MR Images', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Shenzhen, China, pp. 110 - 118, presented at International Conference on Medical Image Computing and Computer-Assisted Intervention MICCAI 2019, Shenzhen, China, 13 October 2019, http://dx.doi.org/10.1007/978-3-030-32245-8_13

Chu SW; Song Y; Zouo JJ; Cai W, 2019, 'Human Pose Estimation Using Deep Convolutional Densenet Hourglass Network with Intermediate Points Voting', in Proceedings International Conference on Image Processing Icip, pp. 594 - 598, http://dx.doi.org/10.1109/ICIP.2019.8803789

Liu D; Zhang D; Song Y; Zhang C; Zhang F; O'Donnell L; Cai W, 2019, 'Nuclei segmentation via a deep panoptic model with semantic feature fusion', in IJCAI International Joint Conference on Artificial Intelligence, Macao, China, pp. 861 - 868, presented at 28th International Joint Conference on Artificial Intelligence - IJCAI-19 – August 10-16 2019, Macao, China, Macao, China, 10 August 2019 - 16 August 2019, http://dx.doi.org/10.24963/ijcai.2019/121

Wang H; Zhang D; Song Y; Liu S; Huang H; Chen M; Peng H; Cai W, 2019, 'Multiscale kernels for enhanced u-shaped network to improve 3D neuron tracing', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 1105 - 1113, http://dx.doi.org/10.1109/CVPRW.2019.00144

Dodballapur V; Song Y; Huang H; Chen M; Chrzanowski W; Cai W, 2019, 'Mask-driven mitosis detection in histopathology images', in Proceedings International Symposium on Biomedical Imaging, pp. 1855 - 1859, http://dx.doi.org/10.1109/ISBI.2019.8759164

Wang H; Zhang D; Song Y; Liu S; Wang Y; Feng D; Peng H; Cai W, 2019, 'Segmenting neuronal structure in 3d optical microscope images via knowledge distillation with teacher-student network', in Proceedings International Symposium on Biomedical Imaging, pp. 228 - 231, http://dx.doi.org/10.1109/ISBI.2019.8759326

Wang H; Zhang D; Song Y; Liu S; Gao R; Peng H; Cai W, 2019, 'Memory and Time Efficient 3D Neuron Morphology Tracing in Large-Scale Images', in 2018 International Conference on Digital Image Computing Techniques and Applications Dicta 2018, http://dx.doi.org/10.1109/DICTA.2018.8615765

Zhang C; Song Y; Liu S; Lill S; Wang C; Tang Z; You Y; Gao Y; Klistorner A; Barnett M; Cai W, 2019, 'MS-GAN: GAN-Based Semantic Segmentation of Multiple Sclerosis Lesions in Brain Magnetic Resonance Imaging', in 2018 International Conference on Digital Image Computing Techniques and Applications Dicta 2018, http://dx.doi.org/10.1109/DICTA.2018.8615771

Liu D; Zhang D; Song Y; Zhang C; Huang H; Chen M; Cai W, 2018, 'Large kernel refine fusion net for neuron membrane segmentation', in IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, pp. 2293 - 2301, http://dx.doi.org/10.1109/CVPRW.2018.00297

Liu D; Zhang D; Liu S; Song Y; Jia H; Feng D; Xia Y; Cai W, 2018, 'Densely connected large kernel convolutional network for semantic membrane segmentation in microscopy images', in Proceedings International Conference on Image Processing Icip, pp. 2461 - 2465, http://dx.doi.org/10.1109/ICIP.2018.8451775

Zhang C; Song Y; Zhang D; Liu S; Chen M; Cai W, 2018, 'Whole Slide Image Classification via Iterative Patch Labelling', in Proceedings International Conference on Image Processing Icip, pp. 1408 - 1412, http://dx.doi.org/10.1109/ICIP.2018.8451551

Song Y; Chang H; Gao Y; Liu S; Zhang D; Yao J; Chrzanowski W; Cai W, 2018, 'Feature learning with component selective encoding for histopathology image classification', in Proceedings International Symposium on Biomedical Imaging, pp. 257 - 260, http://dx.doi.org/10.1109/ISBI.2018.8363568

Zhang D; Song Y; Liu S; Feng D; Wang Y; Cai W, 2018, 'Nuclei instance segmentation with dual contour-enhanced adversarial network', in Proceedings International Symposium on Biomedical Imaging, pp. 409 - 412, http://dx.doi.org/10.1109/ISBI.2018.8363604

Liu D; Zhang D; Song Y; Zhang F; O’Donnell LJ; Cai W, 2018, '3D Large Kernel Anisotropic Network for Brain Tumor Segmentation', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 444 - 454, http://dx.doi.org/10.1007/978-3-030-04239-4_40

Huang Z; Ding C; Zhang L; Lee MZ; Song Y; Selvadurai H; Feng D; Zhang Y; Cai W, 2018, 'Automated Analysis of Chest Radiographs for Cystic Fibrosis Scoring', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 227 - 236, http://dx.doi.org/10.1007/978-3-030-00563-4_22

Wu Y; Xia Y; Song Y; Zhang Y; Cai W, 2018, 'Multiscale network followed network model for retinal vessel segmentation', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 119 - 126, http://dx.doi.org/10.1007/978-3-030-00934-2_14

Zhang D; Song Y; Liu D; Jia H; Liu S; Xia Y; Huang H; Cai W, 2018, 'Panoptic segmentation with an end-to-end cell R-CNN for pathology image analysis', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 237 - 244, http://dx.doi.org/10.1007/978-3-030-00934-2_27

Song Y; Zhang F; Li Q; Huang H; Odonnell LJ; Cai W, 2017, 'Locally-Transferred Fisher Vectors for Texture Classification', in Proceedings of the IEEE International Conference on Computer Vision, pp. 4922 - 4930, http://dx.doi.org/10.1109/ICCV.2017.526

Tang Z; Zhang D; Liu S; Song Y; Peng H; Cai W, 2017, 'Automatic 3D Single Neuron Reconstruction with Exhaustive Tracing', in Proceedings 2017 IEEE International Conference on Computer Vision Workshops Iccvw 2017, pp. 126 - 133, http://dx.doi.org/10.1109/ICCVW.2017.23

Song Y; Zou JJ; Chang H; Cai W, 2017, 'Adapting fisher vectors for histopathology image classification', in Proceedings International Symposium on Biomedical Imaging, pp. 600 - 603, http://dx.doi.org/10.1109/ISBI.2017.7950592

Zhang F; Kahali P; Suter Y; Norton I; Rigolo L; Savadjiev P; Song Y; Rathi Y; Cai W; Wells WM; Golby AJ; O'Donnell LJ, 2017, 'Automated connectivity-based groupwise cortical atlas generation: Application to data of neurosurgical patients with brain tumors for cortical parcellation prediction', in Proceedings International Symposium on Biomedical Imaging, pp. 774 - 777, http://dx.doi.org/10.1109/ISBI.2017.7950633

Tareef A; Song Y; Feng D; Chen M; Cai W, 2017, 'Automated multi-stage segmentation of white blood cells via optimizing color processing', in Proceedings International Symposium on Biomedical Imaging, pp. 565 - 568, http://dx.doi.org/10.1109/ISBI.2017.7950584

Zhang F; Norton I; Cai W; Song Y; Wells WM; O'Donnell LJ, 2017, 'Comparison between two white matter segmentation strategies: An investigation into white matter segmentation consistency', in Proceedings International Symposium on Biomedical Imaging, pp. 796 - 799, http://dx.doi.org/10.1109/ISBI.2017.7950638

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