By Associate Professor Yang Song

Journal articles

Pan Y; Xia Y; Song Y; Cai W, 2018, 'Locality constrained encoding of frequency and spatial information for image classification', Multimedia Tools and Applications, 77, pp. 24891 - 24907, http://dx.doi.org/10.1007/s11042-018-5712-3

Tareef A; Song Y; Huang H; Feng D; Chen M; Wang Y; Cai W, 2018, 'Multi-Pass Fast Watershed for Accurate Segmentation of Overlapping Cervical Cells', IEEE Transactions on Medical Imaging, 37, pp. 2044 - 2059, http://dx.doi.org/10.1109/TMI.2018.2815013

Meng F; Shan D; Shi R; Song Y; Guo B; Cai W, 2018, 'Merged region based image retrieval', Journal of Visual Communication and Image Representation, 55, pp. 572 - 585, http://dx.doi.org/10.1016/j.jvcir.2018.07.003

Zhang F; Savadjiev P; Cai W; Song Y; Rathi Y; Tunç B; Parker D; Kapur T; Schultz RT; Makris N; Verma R; O'Donnell LJ, 2018, 'Whole brain white matter connectivity analysis using machine learning: An application to autism', Neuroimage, 172, pp. 826 - 837, http://dx.doi.org/10.1016/j.neuroimage.2017.10.029

Zhang F; Wu W; Ning L; McAnulty G; Waber D; Gagoski B; Sarill K; Hamoda HM; Song Y; Cai W; Rathi Y; O'Donnell LJ, 2018, 'Suprathreshold fiber cluster statistics: Leveraging white matter geometry to enhance tractography statistical analysis', Neuroimage, 171, pp. 341 - 354, http://dx.doi.org/10.1016/j.neuroimage.2018.01.006

Zhang D; Liu S; Song Y; Feng D; Peng H; Cai W, 2018, 'Automated 3D Soma Segmentation with Morphological Surface Evolution for Neuron Reconstruction', Neuroinformatics, 16, pp. 153 - 166, http://dx.doi.org/10.1007/s12021-017-9353-x

Jia H; Xia Y; Song Y; Cai W; Fulham M; Feng DD, 2018, 'Atlas registration and ensemble deep convolutional neural network-based prostate segmentation using magnetic resonance imaging', Neurocomputing, 275, pp. 1358 - 1369, http://dx.doi.org/10.1016/j.neucom.2017.09.084

Meng F; Shi R; Shan D; Song Y; He W; Cai W, 2017, 'Multi-sensor image fusion based on regional characteristics', International Journal of Distributed Sensor Networks, 13, http://dx.doi.org/10.1177/1550147717741105

Song Y; Li Q; Huang H; Feng D; Chen M; Cai W, 2017, 'Low Dimensional Representation of Fisher Vectors for Microscopy Image Classification', IEEE Transactions on Medical Imaging, 36, pp. 1636 - 1649, http://dx.doi.org/10.1109/TMI.2017.2687466

Tareef A; Song Y; Huang H; Wang Y; Feng D; Chen M; Cai W, 2017, 'Optimizing the cervix cytological examination based on deep learning and dynamic shape modeling', Neurocomputing, 248, pp. 28 - 40, http://dx.doi.org/10.1016/j.neucom.2017.01.093

Song Y; Li Q; Zhang F; Huang H; Feng D; Wang Y; Chen M; Cai W, 2017, 'Dual discriminative local coding for tissue aging analysis', Medical Image Analysis, 38, pp. 65 - 76, http://dx.doi.org/10.1016/j.media.2016.10.001

Tareef A; Song Y; Cai W; Huang H; Chang H; Wang Y; Fulham M; Feng D; Chen M, 2017, 'Automatic segmentation of overlapping cervical smear cells based on local distinctive features and guided shape deformation', Neurocomputing, 221, pp. 94 - 107, http://dx.doi.org/10.1016/j.neucom.2016.09.070

Song Y; Li Q; Feng D; Zou JJ; Cai W, 2016, 'Texture image classification with discriminative neural networks', Computational Visual Media, 2, pp. 367 - 377, http://dx.doi.org/10.1007/s41095-016-0060-6

Yang MY; Verschuer J; Shi Y; Song Y; Katsifis A; Eberl S; Wong K; Brannan JD; Cai W; Finlay WH; Chan HK, 2016, 'The effect of device resistance and inhalation flow rate on the lung deposition of orally inhaled mannitol dry powder', International Journal of Pharmaceutics, 513, pp. 294 - 301, http://dx.doi.org/10.1016/j.ijpharm.2016.09.047

Song Y; Cai W; Huang H; Feng D; Wang Y; Chen M, 2016, 'Bioimage classification with subcategory discriminant transform of high dimensional visual descriptors', BMC Bioinformatics, 17, http://dx.doi.org/10.1186/s12859-016-1318-9

Zhang F; Song Y; Cai W; Liu S; Liu S; Pujol S; Kikinis R; Xia Y; Fulham MJ; Feng DD, 2016, 'Pairwise Latent Semantic Association for Similarity Computation in Medical Imaging', IEEE Transactions on Biomedical Engineering, 63, pp. 1058 - 1069, http://dx.doi.org/10.1109/TBME.2015.2478028

Zhang F; Song Y; Cai W; Hauptmann AG; Liu S; Pujol S; Kikinis R; Fulham MJ; Feng DD; Chen M, 2016, 'Dictionary pruning with visual word significance for medical image retrieval', Neurocomputing, 177, pp. 75 - 88, http://dx.doi.org/10.1016/j.neucom.2015.11.008

Song Y; Cai W; Huang H; Zhou Y; Feng DD; Wang Y; Fulham MJ; Chen M, 2015, 'Large margin local estimate with applications to medical image classification', IEEE Transactions on Medical Imaging, 34, pp. 1362 - 1377, http://dx.doi.org/10.1109/TMI.2015.2393954

Song Y; Cai W; Huang H; Zhou Y; Wang Y; Feng DD, 2015, 'Locality-constrained Subcluster Representation Ensemble for lung image classification', Medical Image Analysis, 22, pp. 102 - 113, http://dx.doi.org/10.1016/j.media.2015.03.003

Song Y; Cai W; Huang H; Wang X; Zhou Y; Fulham MJ; Feng DD, 2014, 'Lesion detection and characterization with context driven approximation in thoracic FDG PET-CT images of NSCLC studies', IEEE Transactions on Medical Imaging, 33, pp. 408 - 421, http://dx.doi.org/10.1109/TMI.2013.2285931

Zhang F; Song Y; Cai W; Lee MZ; Zhou Y; Huang H; Shan S; Fulham MJ; Feng DD, 2014, 'Lung nodule classification with multilevel patch-based context analysis', IEEE Transactions on Biomedical Engineering, 61, pp. 1155 - 1166, http://dx.doi.org/10.1109/TBME.2013.2295593

Song Y; Cai W; Huang H; Wang Y; Feng DD; Chen M, 2013, 'Region-based progressive localization of cell nuclei in microscopic images with data adaptive modeling', BMC Bioinformatics, 14, http://dx.doi.org/10.1186/1471-2105-14-173

Song Y; Cai W; Zhou Y; Feng DD, 2013, 'Feature-based image patch approximation for lung tissue classification', IEEE Transactions on Medical Imaging, 32, pp. 797 - 808, http://dx.doi.org/10.1109/TMI.2013.2241448

Song Y; Cai W; Kim J; Feng DD, 2012, 'A multistage discriminative model for tumor and lymph node detection in thoracic images', IEEE Transactions on Medical Imaging, 31, pp. 1061 - 1075, http://dx.doi.org/10.1109/TMI.2012.2185057

Conference Papers

Yan S; Liu S; Pagnucco M; Song Y, 2026, 'Federated Few-Shot Segmentation for Rare Brain Tumours via Weighted Aggregation and Prototype-Guided Adaptation', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI61048.2026.11515958

Wang J; Fan L; Jing W; Di D; Song Y; Liu S; Cong C, 2026, 'Hypergraph Tversky-Aware Domain Incremental Learning for Brain Tumor Segmentation with Missing Modalities', in Lecture Notes in Computer Science, pp. 283 - 293, http://dx.doi.org/10.1007/978-3-032-05141-7_28

Qu M; Yang G; Di D; Gao Y; Su T; Song Y; Fan L, 2026, 'Memory-Augmented Incomplete Multimodal Survival Prediction via Cross-Slide and Gene-Attentive Hypergraph Learning', in Lecture Notes in Computer Science, pp. 318 - 327, http://dx.doi.org/10.1007/978-3-032-05127-1_31

Zhong T; Song Y; Pagnucco M, 2026, 'Principles2Plan: LLM-Guided System for Operationalising Ethical Principles into Plans', in Proceedings of the Aaai Conference on Artificial Intelligence, pp. 41748 - 41750, http://dx.doi.org/10.1609/aaai.v40i48.42402

Qu M; Wu Y; Di D; Gao Y; Su T; Song Y; Fan L, 2026, 'Spatially Gene Expression Prediction Using Dual-Scale Contrastive Learning', in Lecture Notes in Computer Science, pp. 574 - 584, http://dx.doi.org/10.1007/978-3-032-05182-0_56

Sun S; Li X; Di D; Wei M; Nie L; Zhang WN; Zhan D; Song Y; Fan L, 2025, 'LLaPa: A Vision-Language Model Framework for Counterfactual-Aware Procedural Planning', in Mm 2025 Proceedings of the 33rd ACM International Conference on Multimedia Co Located with mm 2025, pp. 5020 - 5029, http://dx.doi.org/10.1145/3746027.3755724

Zang G; Li X; Di D; Nie L; Zhan D; Song Y; Fan L, 2025, 'SAGE: A Visual Language Model for Anomaly Detection via Fact Enhancement and Entropy-aware Alignment', in Mm 2025 Proceedings of the 33rd ACM International Conference on Multimedia Co Located with mm 2025, pp. 5030 - 5039, http://dx.doi.org/10.1145/3746027.3755725

Yan S; Liu S; Di Ieva A; Pagnucco M; Song Y, 2025, 'Source-free Few-shot Segmentation for Rarer Brain Tumors', in Proceedings of the International Joint Conference on Neural Networks, Institute of Electrical and Electronics Engineers (IEEE), ITALY, Rome, pp. 1 - 8, presented at 2025 International Joint Conference on Neural Networks (IJCNN), ITALY, Rome, 30 June 2025 - 05 July 2025, http://dx.doi.org/10.1109/IJCNN64981.2025.11228625

Zhu Z; Fan L; Pagnucco M; Song Y, 2025, 'Interpretable Image Classification via Non-parametric Part Prototype Learning', in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Institute of Electrical and Electronics Engineers (IEEE), TN, Nashville, pp. 9762 - 9771, presented at 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), TN, Nashville, 10 June 2025 - 17 June 2025, http://dx.doi.org/10.1109/CVPR52734.2025.00912

Tang Q; Fan L; Pagnucco M; Song Y, 2025, 'Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation', in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Institute of Electrical and Electronics Engineers (IEEE), TN, Nashville, pp. 30271 - 30280, presented at 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), TN, Nashville, 10 June 2025 - 17 June 2025, http://dx.doi.org/10.1109/CVPR52734.2025.02818

Zhong H; Song W; Pagnucco M; Song Y, 2025, 'SynerGuard: A Robust Framework for Point Cloud Classification via Local Geometry and Spatial Topology', in Ott C (ed.), Proceedings IEEE International Conference on Robotics and Automation, Institute of Electrical and Electronics Engineers (IEEE), GA, Atlanta, pp. 9582 - 9589, presented at 2025 IEEE International Conference on Robotics and Automation (ICRA), GA, Atlanta, 19 May 2025 - 23 May 2025, http://dx.doi.org/10.1109/ICRA55743.2025.11127583

Gao S; Baker MAB; Pagnucco M; Song Y, 2025, 'Multimodal Weakly Supervised Segmentation for Histopathology', in Proceedings International Symposium on Biomedical Imaging, Institute of Electrical and Electronics Engineers (IEEE), TX, Houston, pp. 1 - 4, presented at 2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI), TX, Houston, 14 April 2025 - 17 April 2025, http://dx.doi.org/10.1109/ISBI60581.2025.10980775

Yin X; Di D; Fan L; Li H; Chen W; Gouxiaofei ; Song Y; Sun X; Yang X, 2025, 'GRPose: Learning Graph Relations for Human Image Generation with Pose Priors', in Proceedings of the Aaai Conference on Artificial Intelligence, pp. 9526 - 9534, http://dx.doi.org/10.1609/aaai.v39i9.33032

Zhang Y; Fan L; Tao Z; Di D; Song Y; Liu S; Cong C, 2025, 'Cross-Stain Contrastive Learning for Paired Immunohistochemistry and Histopathology Slide Representation Learning', in Proceedings 2025 IEEE International Conference on Bioinformatics and Biomedicine Bibm 2025, pp. 1458 - 1463, http://dx.doi.org/10.1109/BIBM66473.2025.11356519

Luo Y; Meijering E; Song Y, 2025, 'Enhancing Change Detection in Remote Sensing: Integrating Synthetic Data with Semi-Supervised Learning', in ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, http://dx.doi.org/10.1109/ICASSP49660.2025.10889224

Meske C; Abedin B; Förster M; Song Y, 2025, 'Introduction to the Minitrack on Explainable Artificial Intelligence (XAI)', in Proceedings of the Annual Hawaii International Conference on System Sciences, pp. 1388 - 1389

Fan L; Fan D; Hu Z; Ding Y; Di D; Yi K; Pagnucco M; Song Y, 2025, 'MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects', in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 25518 - 25527, http://dx.doi.org/10.1109/CVPR52734.2025.02376

Qu M; Yang G; Di D; Su T; Gao Y; Song Y; Fan L, 2025, 'Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance', in Ijcai International Joint Conference on Artificial Intelligence, pp. 1802 - 1810, http://dx.doi.org/10.24963/ijcai.2025/201

Qian S; Harley M; Razzak I; Song Y, 2025, 'RipGAN: A GAN-Based Rip Current Data Augmentation Method', in Proceedings IEEE International Conference on Robotics and Automation, pp. 12752 - 12758, http://dx.doi.org/10.1109/ICRA55743.2025.11128547

Fan L; Huang J; Di D; Su A; Song T; Pagnucco M; Song Y, 2025, 'Salvaging the Overlooked: Leveraging Class-Aware Contrastive Learning for Multi-Class Anomaly Detection', in Proceedings of the IEEE International Conference on Computer Vision, pp. 21419 - 21428, http://dx.doi.org/10.1109/ICCV51701.2025.01989

Fu Y; Tompkins A; Song Y; Pagnucco M, 2025, 'Structure based SAT dataset for analysing GNN generalisation', in Proceedings of Machine Learning Research, pp. 4834 - 4842

Govindan S; Pagnucco M; Song Y, 2025, 'Temporal Alignment of Time Sensitive Facts with Activation Engineering', in Emnlp 2025 2025 Conference on Empirical Methods in Natural Language Processing Findings of Emnlp 2025, pp. 7640 - 7657, http://dx.doi.org/10.18653/v1/2025.findings-emnlp.404

Li L; Xue H; Song Y; Salim F, 2024, 'T-JEPA: A Joint-Embedding Predictive Architecture for Trajectory Similarity Computation', in 32nd ACM Sigspatial International Conference on Advances in Geographic Information Systems ACM Sigspatial 2024, pp. 569 - 572, http://dx.doi.org/10.1145/3678717.3691271

Xie K; Guo R; Cong C; Pagnucco M; Song Y, 2024, 'Domain Generalised Cell Nuclei Segmentation in Histopathology Images Using Domain-Aware Curriculum Learning and Colour-Perceived Meta Learning', in Endriss U; Melo FS; Bach K; Bugarín-Diz A; Alonso-Moral JM; Barro S; Heintz F (eds.), Frontiers in Artificial Intelligence and Applications, IOS Press, Santiago de Compostela, pp. 354 - 361, presented at 27th European Conference on Artificial Intelligence (ECAI), Santiago de Compostela, 19 October 2024 - 24 October 2024, http://dx.doi.org/10.3233/FAIA240508

Hu Y; Meijering E; Song Y, 2024, 'Refining Airway Segmentation Through Breakage Filling and Leakage Reduction Using Point Clouds', in IEEE International Conference on Intelligent Robots and Systems, Institute of Electrical and Electronics Engineers (IEEE), U ARAB EMIRATES, Abu Dhabi, pp. 11618 - 11623, presented at 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), U ARAB EMIRATES, Abu Dhabi, 14 October 2024 - 18 October 2024, http://dx.doi.org/10.1109/IROS58592.2024.10802488

Limargal R; Song Y; Nayak A; Rajaratnami D; Pagnucco M, 2024, 'Formalisation and Evaluation of Properties for Consequentialist Machine Ethics', in Larson K (ed.), PROCEEDINGS OF THE THIRTY-THIRD INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2024, IJCAI-INT JOINT CONF ARTIF INTELL, SOUTH KOREA, Jeju, pp. 440 - 448, presented at 33rd International Joint Conference on Artificial Intelligence (IJCAI), SOUTH KOREA, Jeju, 03 August 2024 - 09 August 2024

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