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awesome-missing-modality-for-medical-images

📝 A comprehensive review of techniques to address the missing modality problem for medical images

If there are any related works I missed, please let me know! 😊 Feel free to contact me: han.liu@siemens-healthineers.com

Year Paper Code Publication Datasets Unified Reported results
2024 Missing as Masking: Arbitrary Cross-modal Feature Reconstruction for Incomplete Multimodal Brain Tumor Segmentation ❌ MICCAI BraTS2018 ✔️ > ModDrop++, mmFormer, M3AE
2024 PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates ✔️ ACM MM BraTS2020 MyoPS2020 ✔️ > ModDrop, PMR, mmFormer, RFNet, M2FTrans
2024 Multi-Modal Modality-Masked Diffusion Network for Brain MRI Synthesis With Random Modality Missing ❌ TMI IXI BraTS2019 ✔️ > SynDiff, ReMIC
2023 SFusion: Self-attention based N-to-One Multimodal Fusion Block ✔️ MICCAI SHL2019 BraTS2018 BraTS2020 ✔️ > H-UVED, ACN, D2Net, GFF
2023 Scratch Each Other’s Back: Incomplete Multi-modal Brain Tumor Segmentation Via Category Aware Group Self-Support Learning ❌ ICCV BraTS2015 BraTS2018 BraTS2020 ✔️ > H-UVED, RobustSeg, RFNet, mmformer
2023 Query Re-Training for Modality-Gnostic Incomplete Multi-modal Brain Tumor Segmentation ❌ MICCAI workshop MMMI BraTS2018 BraTS2020 ✔️ > H-UVED, RobustSeg, RFNet, mmformer
2023 Modal-aware Visual Prompting for Incomplete Multi-modal Brain Tumor Segmentation ❌ ACM BraTS2015 BraTS2018 BraTS2020 ✔️ > HeMIS, H-UVED, RobustSeg, mmformer
2023 M3AE: Multimodal Representation Learning for Brain Tumor Segmentation with Missing Modalities ✔️ AAAI BraTS2018 BraTS2020 ✔️ > H-UVED, ACN, SMU-Net, RFNet
2023 Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling ✔️ CVPR BraTS2018 BraTS2020 ✔️ > HeMIS, H-UVED, RobustSeg, mmformer, ACN, KD-Net
2023 Enhancing Modality-Agnostic Representations via Meta-learning for Brain Tumor Segmentation ❌ ICCV BraTS2018 BraTS2019 BraTS2020 ✔️ > HeMIS, H-UVED, D2-Net, ACN, RFNet, mmformer
2023 M2FTrans: Modality-Masked Fusion Transformer for Incomplete Multi-Modality Brain Tumor Segmentation ✔️ JBHI BraTS2018 BraTS2020 ✔️ > HeMIS, H-UVED, RobustSeg, RFNet, mmformer, ACN, SMU-Net
2023 Prototype Knowledge Distillation for Medical Segmentation with Missing Modality ✔️ ICASSP BraTS2018 ❌ > H-UVED, KD-Net, PMKL
2023 MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation ✔️ MIDL BraTS2018 ❌ > HeMIS, H-UVED, ACN, SMU
2022 D2-Net: Dual Disentanglement Network for Brain Tumor Segmentation with Missing Modalities ✔️ TMI BraTS2018 ✔️ > HeMIS, H-UVED, KD-net, ACN, RobustSeg
2022 mmformer: Multimodal medical transformer for incomplete multimodal learning of brain tumor segmentation ✔️ MICCAI BraTS2018 ✔️ > HeMIS, H-UVED; < ACN
2022 ModDrop++: A Dynamic Filter Network with Intra-subject Co-training for Multiple Sclerosis Lesion Segmentation with Missing Modalities ✔️ MICCAI ISBI UMCL ✔️ > modality dropout
2022 SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities ✔️ MIDL BraTS2018 ❌ > HeMIS, H-UVED, ACN
2021 Learning with Privileged Multimodal Knowledge for Unimodal Segmentation ✔️ TMI MyoPS BraTS2018 ❌ > RobustSeg, SynthesisNet, KD-Net
2021 ACN: Adversarial Co-training Network for Brain Tumor Segmentation with Missing Modalities ✔️ MICCAI BraTS2018 ❌ > HeMIS, H-UVED, KD-Net
2021 RFNet: Region-aware Fusion Network for Incomplete Multi-modal Brain Tumor Segmentation ✔️ ICCV BraTS2015 BraTS2018 BraTS2020 ✔️ > HeMIS, H-UVED, RobustSeg
2019 Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation ✔️ MICCAI BraTS2018 ✔️ > HeMIS, H-HeMIS; < Ind. model
2019 Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion ✔️ MICCAI BraTS2015 ✔️ > HeMIS, imputation MLP
2016 HeMIS: Hetero-Modal Image Segmentation ❌ MICCAI MSGC BraTS2013 ✔️ > mean-filling, imputation MLP