By Associate Professor Yang Song

Journal articles

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

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

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 W-N; Zhan D; Song Y; Fan L, 2025, 'LLaPa: A Vision-Language Model Framework for Counterfactual-Aware Procedural Planning', in Proceedings of the 33rd ACM International Conference on Multimedia, ACM, pp. 5020 - 5029, presented at MM '25: The 33rd ACM International Conference on Multimedia, 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 Proceedings of the 33rd ACM International Conference on Multimedia, ACM, pp. 5030 - 5039, presented at MM '25: The 33rd ACM International Conference on Multimedia, http://dx.doi.org/10.1145/3746027.3755725

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

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

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, pp. 9762 - 9771, http://dx.doi.org/10.1109/CVPR52734.2025.00912

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

Gao S; Baker MAB; Pagnucco M; Song Y, 2025, 'Multimodal Weakly Supervised Segmentation for Histopathology', in Proceedings International Symposium on Biomedical Imaging, http://dx.doi.org/10.1109/ISBI60581.2025.10980775

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, pp. 30271 - 30280, http://dx.doi.org/10.1109/CVPR52734.2025.02818

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

Zhong H; Song W; Pagnucco M; Song Y, 2025, 'SynerGuard: A Robust Framework for Point Cloud Classification via Local Geometry and Spatial Topology', in Proceedings IEEE International Conference on Robotics and Automation, pp. 9582 - 9589, http://dx.doi.org/10.1109/ICRA55743.2025.11127583

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

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

Cong C; Xuan S; Liu S; Zhang S; Pagnucco M; Song Y, 2024, 'Decoupled Optimisation for Long-Tailed Visual Recognition', in Proceedings of the Aaai Conference on Artificial Intelligence, pp. 1380 - 1388, 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

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, http://dx.doi.org/10.1109/ISBI56570.2024.10635194

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

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, pp. 11618 - 11623, http://dx.doi.org/10.1109/IROS58592.2024.10802488

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

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, http://dx.doi.org/10.1109/ISBI56570.2024.10635107

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

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, http://dx.doi.org/10.1109/ISBI56570.2024.10635229

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, pp. 7205 - 7215, 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

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

Wang W; Song Y; Jha S, 2023, 'Generalizable Zero-Shot Speaker Adaptive Speech Synthesis with Disentangled Representations', in Proceedings of the Annual Conference of the International Speech Communication Association Interspeech, pp. 4454 - 4458, http://dx.doi.org/10.21437/Interspeech.2023-368

Huang R; Pagnucco M; Song Y, 2023, 'HyperTraj: Towards Simple and Fast Scene-Compliant Endpoint Conditioned Trajectory Prediction', in IEEE International Conference on Intelligent Robots and Systems, pp. 3208 - 3213, http://dx.doi.org/10.1109/IROS55552.2023.10341647

Wang J; Sun Z; Qian Y; Gong D; Sun X; Lin M; Pagnucco M; Song Y, 2023, 'MAXIMIZING SPATIO-TEMPORAL ENTROPY OF DEEP 3D CNNS FOR EFFICIENT VIDEO RECOGNITION', in 11th International Conference on Learning Representations Iclr 2023

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, http://dx.doi.org/10.1109/ISBI53787.2023.10230547

Huang R; Pagnucco M; Song Y, 2022, 'Analysis of the Over-exposure Problem for Robust Scene Parsing', in 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), IEEE, pp. 1 - 8, presented at 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), 30 November 2022 - 02 December 2022, http://dx.doi.org/10.1109/dicta56598.2022.10034628

Xie K; Zhong H; Chang J; Pagnucco M; Song Y, 2022, 'D2E2-Net: Double Deep Edge Enhancement for Weakly-Supervised Cell Nuclei Segmentation with Incomplete Point Annotations', in 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), IEEE, pp. 1 - 8, presented at 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), 30 November 2022 - 02 December 2022, http://dx.doi.org/10.1109/dicta56598.2022.10034599

Wang J; Qin L; Zhang P; Long Y; Hu B; Pagnucco M; Wang S; Song Y, 2022, 'Towards Unified Multi-Excitation for Unsupervised Video Prediction', in BMVC 2022 - 33rd British Machine Vision Conference Proceedings, London, UK & Online, presented at BMVC 2022 - 33rd British Machine Vision Conference, London, UK & Online, 21 November 2022, https://bmvc2022.mpi-inf.mpg.de/587/

Chu SW; Zhang C; Song Y; Cai W, 2022, 'Channel-Position Self-Attention with Query Refinement Skeleton Graph Neural Network in Human Pose Estimation', in 2022 IEEE International Conference on Image Processing: Proceedings, IEEE, Bordeaux, France, pp. 971 - 975, presented at 2022 IEEE International Conference on Image Processing (ICIP), Bordeaux, France, 16 October 2022, http://dx.doi.org/10.1109/ICIP46576.2022.9897882

Xie K; Yang Y; Pagnucco M; Song Y, 2022, 'Electron Microscope Image Registration Using Laplacian Sharpening Transformer U-Net', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Singapore, pp. 310 - 319, presented at 25th International Conference, Medical Image Computing and Computer Assisted Intervention, MICCAI 2022, Singapore, 18 September 2022 - 22 September 2022, http://dx.doi.org/10.1007/978-3-031-16446-0_30

Chen Y; Zhang F; Zhang C; Xue T; Zekelman LR; He J; Song Y; Makris N; Rathi Y; Golby AJ; Cai W; O’Donnell LJ, 2022, 'White Matter Tracts are Point Clouds: Neuropsychological Score Prediction and Critical Region Localization via Geometric Deep Learning', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Singapore, pp. 174 - 184, presented at 25th International Conference, Medical Image Computing and Computer Assisted Intervention, MICCAI 2022, Singapore, 18 September 2022 - 22 September 2022, http://dx.doi.org/10.1007/978-3-031-16431-6_17

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