{"total":57,"rows":[{"id":"2307.14126","title":"Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling","created":"2023-07-26","cited_by_count":163,"area":null},{"id":"2206.02425","title":"mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation","created":"2022-06-06","cited_by_count":95,"area":null},{"id":"2409.07825","title":"Deep Multimodal Learning with Missing Modality: A Survey","created":"2024-09-12","cited_by_count":92,"area":null},{"id":"2102.04525","title":"Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation","created":"2021-02-08","cited_by_count":88,"area":null},{"id":"2403.06197","title":"DrFuse: Learning Disentangled Representation for Clinical Multi-Modal Fusion with Missing Modality and Modal Inconsistency","created":"2024-03-10","cited_by_count":53,"area":null},{"id":"2108.12043","title":"Learning Disentangled Representations in the Imaging Domain","created":"2021-08-26","cited_by_count":46,"area":null},{"id":"2106.14591","title":"ACN: Adversarial Co-training Network for Brain Tumor Segmentation with Missing Modalities","created":"2021-06-28","cited_by_count":43,"area":null},{"id":"2104.06231","title":"Latent Correlation Representation Learning for Brain Tumor Segmentation with Missing MRI Modalities","created":"2021-04-13","cited_by_count":42,"area":null},{"id":"2304.05340","title":"Unified Multi-Modal Image Synthesis for Missing Modality Imputation","created":"2023-04-11","cited_by_count":40,"area":null},{"id":"2304.08028","title":"MMANet: Margin-aware Distillation and Modality-aware Regularization for Incomplete Multimodal Learning","created":"2023-04-17","cited_by_count":40,"area":null},{"id":"2206.09309","title":"TBraTS: Trusted Brain Tumor Segmentation","created":"2022-06-19","cited_by_count":30,"area":null},{"id":"2507.19264","title":"SimMLM: A Simple Framework for Multi-modal Learning with Missing Modality","created":"2025-07-25","cited_by_count":23,"area":null},{"id":"2211.03062","title":"MyoPS-Net: Myocardial Pathology Segmentation with Flexible Combination of Multi-Sequence CMR Images","created":"2022-11-06","cited_by_count":22,"area":null},{"id":"2207.04183","title":"Learning Robust Representation for Joint Grading of Ophthalmic Diseases via Adaptive Curriculum and Feature Disentanglement","created":"2022-07-09","cited_by_count":20,"area":null},{"id":"2203.06217","title":"Medical Image Segmentation on MRI Images with Missing Modalities: A Review","created":"2022-03-11","cited_by_count":18,"area":null},{"id":"2207.06799","title":"MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for Unsupervised Cross-Domain Semantic Segmentation","created":"2022-07-14","cited_by_count":15,"area":null},{"id":"2208.12776","title":"SFusion: Self-attention based N-to-One Multimodal Fusion Block","created":"2022-08-26","cited_by_count":14,"area":null},{"id":"2302.04308","title":"Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor Segmentation","created":"2023-02-08","cited_by_count":14,"area":null},{"id":"2111.04735","title":"Feature-enhanced Generation and Multi-modality Fusion based Deep Neural Network for Brain Tumor Segmentation with Missing MR Modalities","created":"2021-11-08","cited_by_count":13,"area":null},{"id":"2304.06662","title":"Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions","created":"2023-04-13","cited_by_count":11,"area":null},{"id":"2406.19611","title":"Multimodal Data Integration for Precision Oncology: Challenges and Future Directions","created":"2024-06-28","cited_by_count":10,"area":null},{"id":"2107.01748","title":"Controllable cardiac synthesis via disentangled anatomy arithmetic","created":"2021-07-04","cited_by_count":9,"area":null},{"id":"2306.02673","title":"Cross-Modal Vertical Federated Learning for MRI Reconstruction","created":"2023-06-05","cited_by_count":9,"area":null},{"id":"2206.05092","title":"Learning self-calibrated optic disc and cup segmentation from multi-rater annotations","created":"2022-06-10","cited_by_count":8,"area":null},{"id":"2212.01825","title":"MouseGAN++: Unsupervised Disentanglement and Contrastive Representation for Multiple MRI Modalities Synthesis and Structural Segmentation of Mouse Brain","created":"2022-12-04","cited_by_count":6,"area":null},{"id":"2307.01486","title":"H-DenseFormer: An Efficient Hybrid Densely Connected Transformer for Multimodal Tumor Segmentation","created":"2023-07-04","cited_by_count":6,"area":null},{"id":"2308.10910","title":"Federated Pseudo Modality Generation for Incomplete Multi-Modal MRI Reconstruction","created":"2023-08-20","cited_by_count":5,"area":null},{"id":"2407.14058","title":"Towards the Causal Complete Cause of Multi-Modal Representation Learning","created":"2024-07-19","cited_by_count":5,"area":null},{"id":"2412.07804","title":"XLSTM-HVED: Cross-Modal Brain Tumor Segmentation and MRI Reconstruction Method Using Vision XLSTM and Heteromodal Variational Encoder-Decoder","created":"2024-12-09","cited_by_count":5,"area":null},{"id":"2505.11921","title":"DC-Seg: Disentangled Contrastive Learning for Brain Tumor Segmentation with Missing Modalities","created":"2025-05-17","cited_by_count":5,"area":null},{"id":"2508.01465","title":"EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer","created":"2025-08-02","cited_by_count":5,"area":null},{"id":"2103.12328","title":"Decomposing Normal and Abnormal Features of Medical Images into Discrete Latent Codes for Content-Based Image Retrieval","created":"2021-03-23","cited_by_count":4,"area":null},{"id":"2211.03587","title":"Generalized Product-of-Experts for Learning Multimodal Representations in Noisy Environments","created":"2022-11-07","cited_by_count":4,"area":null},{"id":"2202.06505","title":"Opinions Vary? Diagnosis First!","created":"2022-02-14","cited_by_count":3,"area":null},{"id":"2208.03016","title":"Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle","created":"2022-08-05","cited_by_count":3,"area":null},{"id":"2203.04586","title":"Multi-modal Brain Tumor Segmentation via Missing Modality Synthesis and Modality-level Attention Fusion","created":"2022-03-09","cited_by_count":2,"area":null},{"id":"2408.13733","title":"Anatomical Consistency Distillation and Inconsistency Synthesis for Brain Tumor Segmentation with Missing Modalities","created":"2024-08-25","cited_by_count":2,"area":null},{"id":"2203.14025","title":"Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation","created":"2022-03-26","cited_by_count":1,"area":null},{"id":"2406.10175","title":"Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency","created":"2024-06-14","cited_by_count":1,"area":null},{"id":"2208.12781","title":"Learning Multi-Modal Brain Tumor Segmentation from Privileged Semi-Paired MRI Images with Curriculum Disentanglement Learning","created":"2022-08-26","cited_by_count":0,"area":null},{"id":"2211.01353","title":"Fourier Disentangled Multimodal Prior Knowledge Fusion for Red Nucleus Segmentation in Brain MRI","created":"2022-11-02","cited_by_count":0,"area":null},{"id":"2304.08072","title":"Two-stage MR Image Segmentation Method for Brain Tumors based on Attention Mechanism","created":"2023-04-17","cited_by_count":0,"area":null},{"id":"2307.12180","title":"Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image Segmentation","created":"2023-07-22","cited_by_count":0,"area":null},{"id":"2408.08708","title":"Decoupling Feature Representations of Ego and Other Modalities for Incomplete Multi-modal Brain Tumor Segmentation","created":"2024-08-16","cited_by_count":0,"area":null},{"id":"2410.06892","title":"Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data","created":"2024-10-09","cited_by_count":0,"area":null},{"id":"2512.04576","title":"TARDis: Time Attenuated Representation Disentanglement for Incomplete Multi-Modal Tumor Segmentation and Classification","created":"2025-12-04","cited_by_count":0,"area":null},{"id":"2602.22644","title":"Plug, Play, and Fortify: A Low-Cost Module for Robust Multimodal Image Understanding Models","created":"2026-02-26","cited_by_count":0,"area":null},{"id":"2603.00289","title":"Seeking Necessary and Sufficient Information from Multimodal Medical Data","created":"2026-02-27","cited_by_count":0,"area":null},{"id":"2603.09316","title":"CLoE: Expert Consistency Learning for Robust Missing Modality Segmentation","created":"2026-03-10","cited_by_count":0,"area":null},{"id":"2604.00070","title":"Brain MR Image Synthesis with 3D Multi-Contrast Self-Attention GAN","created":"2026-03-31","cited_by_count":0,"area":null},{"id":"2604.13409","title":"CausalDisenSeg: A Causality-Guided Disentanglement Framework with Counterfactual Reasoning for Robust Brain Tumor Segmentation Under Missing Modalities","created":"2026-04-15","cited_by_count":0,"area":null},{"id":"2605.16880","title":"Virtual Nodes Guided Dynamic Graph Neural Network for Brain Tumor Segmentation with Missing Modalities","created":"2026-05-16","cited_by_count":0,"area":null},{"id":"2605.22249","title":"D3Seg: Dependency-Aware Diffusion for Brain Tumor Segmentation with Missing Modalities","created":"2026-05-21","cited_by_count":0,"area":null},{"id":"2605.25968","title":"Context-driven Missing-Modality Learning for Robust Medical Diagnosis with Image-Tabular Data","created":"2026-05-25","cited_by_count":0,"area":null},{"id":"2606.25535","title":"Spatio-Temporal Mixture-of-Modality-Experts Diffusion for Quantitative DCE-MRI Synthesis from Incomplete MR Sequences","created":"2026-06-24","cited_by_count":0,"area":null},{"id":"2609.06733","title":"LASSNet: Level-Aware Availability-Conditioned Spatial-Semantic Fusion for Brain Tumor Segmentation with Missing MRI Modalities","created":"2026-09-06","cited_by_count":0,"area":null},{"id":"2610.18571","title":"Parameter-Efficient Multimodal Brain Tumor Segmentation With Stage-Wise Shared Adapters","created":"2026-10-13","cited_by_count":0,"area":null}],"next_cursor":null}