By Associate Professor Yang Song

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

Qu M; Yang G; Di D; Su T; Gao Y; Song Y; Fan L, 2024, 'Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance', International Joint Conferences on Artificial Intelligence, pp. 1802 - 1810, presented at Proceedings of the Thirty-ThirdInternational Joint Conference on Artificial Intelligence, http://dx.doi.org/10.24963/ijcai.2024/201

Li P; De Rijke M; Xue H; Ao S; Song Y; Salim FD, 2024, 'Large Language Models for Next Point-of-Interest Recommendation', in SIGIR 2024 Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 1463 - 1472, http://dx.doi.org/10.1145/3626772.3657840

Yan S; Liu S; Di Ieva A; Pagnucco M; Song Y, 2024, 'Meta-Transfer Learning for Few-Shot Meningioma Segmentation', in Proceedings International Symposium on Biomedical Imaging, Institute of Electrical and Electronics Engineers (IEEE), GREECE, Athens, pp. 1 - 4, presented at 2024 IEEE International Symposium on Biomedical Imaging (ISBI), GREECE, Athens, 27 May 2024 - 30 May 2024, http://dx.doi.org/10.1109/ISBI56570.2024.10635194

Sandarenu P; Chen J; Slapetova I; Browne L; Graham PH; Swarbrick A; Millar EKA; Song Y; Meijering E, 2024, 'Semi-Supervised Variational Autoencoder for Cell Feature Extraction In Multiplexed Immunofluorescence Images', in Proceedings International Symposium on Biomedical Imaging, Institute of Electrical and Electronics Engineers (IEEE), GREECE, Athens, pp. 1 - 5, presented at 2024 IEEE International Symposium on Biomedical Imaging (ISBI), GREECE, Athens, 27 May 2024 - 30 May 2024, http://dx.doi.org/10.1109/ISBI56570.2024.10635107

Heng Z; Pagnucco M; Meijering E; Song Y, 2024, 'Vascular Topology Rectification Network for Automated Retinal Artery/Vein Segmentation', in Proceedings International Symposium on Biomedical Imaging, Institute of Electrical and Electronics Engineers (IEEE), GREECE, Athens, pp. 1 - 4, presented at 2024 IEEE International Symposium on Biomedical Imaging (ISBI), GREECE, Athens, 27 May 2024 - 30 May 2024, http://dx.doi.org/10.1109/ISBI56570.2024.10635229

Cong C; Xuan S; Liu S; Zhang S; Pagnucco M; Song Y, 2024, 'Decoupled Optimisation for Long-Tailed Visual Recognition', in Wooldridge M; Dy J; Natarajan S (eds.), Proceedings of the Aaai Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence (AAAI), CANADA, Vancouver, pp. 1380 - 1388, presented at 38th AAAI Conference on Artificial Intelligence (AAAI) / 36th Conference on Innovative Applications of Artificial Intelligence / 14th Symposium on Educational Advances in Artificial Intelligence, CANADA, Vancouver, 20 February 2024 - 27 February 2024, http://dx.doi.org/10.1609/aaai.v38i2.27902

Zhu Y; Tchetchenian A; Yin X; Liew A; Song Y; Meijering E, 2024, 'AC-UNet: Adaptive Connection UNet for White Matter Tract Segmentation Through Neural Architecture Search', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI56570.2024.10635404

Qu M; Wu Y; Di D; Su A; Su T; Song Y; Fan L, 2024, 'Boundary-Guided Learning for Gene Expression Prediction in Spatial Transcriptomics', in Proceedings 2024 IEEE International Conference on Bioinformatics and Biomedicine Bibm 2024, pp. 445 - 450, http://dx.doi.org/10.1109/BIBM62325.2024.10822232

Dodballapur V; Liu D; Song Y; Cai W, 2024, 'Cross-Domain Exemplars for Cell Counting', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI56570.2024.10635905

Limarga R; Song Y; Pagnucco M; Rajaratnam D, 2024, 'Epistemic Reasoning in Computational Machine Ethics', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 82 - 94, http://dx.doi.org/10.1007/978-981-99-8391-9_7

Limarga R; Song Y; Nayak A; Rajaratnam D; Pagnucco M, 2024, 'Formalisation and Evaluation of Properties for Consequentialist Machine Ethics', in Ijcai International Joint Conference on Artificial Intelligence, pp. 440 - 448

Sun B; Pagnucco M; Song Y, 2024, 'Fully Distributed, Flexible Compositional Visual Representations via Soft Tensor Products', in Advances in Neural Information Processing Systems

Wang W; Song Y; Jha S, 2024, 'GLOBE: A High-quality English Corpus with Global Accents for Zero-shot Speaker Adaptive Text-to-Speech', in Proceedings of the Annual Conference of the International Speech Communication Association Interspeech, pp. 1365 - 1369, http://dx.doi.org/10.21437/Interspeech.2024-70

Hu Y; Meijering E; Song Y, 2024, 'Large-Kernel Attention Network with Distance Regression and Topological Self-correction for Airway Segmentation', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 115 - 126, http://dx.doi.org/10.1007/978-981-99-8388-9_10

Malik M; Jiang J; Song Y; Jha S, 2024, 'MFVIEW: Multi-modal Fake News Detection with View-Specific Information Extraction', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 345 - 353, http://dx.doi.org/10.1007/978-3-031-56063-7_26

Fan L; Ding Y; Pagnucco M; Song Y, 2024, 'PATCH-WISE AUGMENTATION FOR ANOMALY DETECTION AND LOCALIZATION', in ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, pp. 5425 - 5429, http://dx.doi.org/10.1109/ICASSP48485.2024.10446994

Wang Y; Pagnucco M; Song Y, 2024, 'Self-training with Domain-Mixed Data for Few-Shot Domain Adaptation in Medical Image Segmentation Tasks', in Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, pp. 299 - 309, http://dx.doi.org/10.1007/978-3-031-45673-2_30

Wang J; Sun Z; Tan Z; Chen X; Chen W; Li H; Zhang C; Song Y, 2024, 'Towards Effective Usage of Human-Centric Priors in Diffusion Models for Text-based Human Image Generation', in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 8446 - 8455, http://dx.doi.org/10.1109/CVPR52733.2024.00807

Xu Y; Guo R; Pagnucco M; Song Y, 2023, 'Draw2Edit: Mask-Free Sketch-Guided Image Manipulation', in Mm 2023 Proceedings of the 31st ACM International Conference on Multimedia, Association for Computing Machinery (ACM), CANADA, Ottawa, pp. 7205 - 7215, presented at Proceedings of the 31st ACM International Conference on Multimedia, CANADA, Ottawa, 29 October 2023 - 03 November 2023, http://dx.doi.org/10.1145/3581783.3612398

Liu CY; Mohammadi G; Song Y; Johal W, 2023, 'Speech-Gesture GAN: Gesture Generation for Robots and Embodied Agents', Korea, presented at IEEE International Conference on Robot & Human Interactive Communication (RO-MAN), Korea, 28 August 2023, http://dx.doi.org/10.1109/RO-MAN57019.2023.10309493

Huang R; Tompkins A; Pagnucco M; Song Y, 2023, 'Towards Single Source Domain Generalisation in Trajectory Prediction: A Motion Prior based Approach', in Proceedings of Machine Learning Research, McGill University, Montréal, Québec, Canada, pp. 227 - 243, presented at Conference on Lifelong Learning Agents, 22-25 August 2023,, McGill University, Montréal, Québec, Canada, 22 August 2023 - 25 August 2023, https://proceedings.mlr.press/v232/huang23a.html

Chen Y; Zhang F; Zekelman LR; Xue T; Zhang C; Song Y; Makris N; Rathi Y; Cai W; O'Donnell LJ, 2023, 'Tractgraphcnn: Anatomically Informed Graph CNN for Classification Using Diffusion MRI Tractography', in Proceedings International Symposium on Biomedical Imaging, Institute of Electrical and Electronics Engineers (IEEE), COLOMBIA, Cartagena, pp. 1 - 5, presented at 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), COLOMBIA, Cartagena, 18 April 2023 - 21 April 2023, http://dx.doi.org/10.1109/ISBI53787.2023.10230547

Qian S; Pagnucco M; Song Y, 2023, 'Adaptive Local Prototype and Cycle Attention for Few-shot Medical Image Segmentation', in 2023 International Conference on Digital Image Computing Techniques and Applications Dicta 2023, pp. 49 - 56, http://dx.doi.org/10.1109/DICTA60407.2023.00016

Wan F; Wang J; Duan H; Song Y; Pagnucco M; Long Y, 2023, 'Community-Aware Federated Video Summarization', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN54540.2023.10191101

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