awesome-missing-modality-for-medical-images π 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! π Feel free to contact me: [email protected] Year Paper Code Publication Datasets Unified Reported results 2023 SFusion: Self-attention based N-to-One Multimodal Fusion Block βοΈ MICCAI SHL2019 BraTS2018 BraTS2020 βοΈ > H-UVED, ACN, D2Net, GFF 2023 Scratch Each Otherβs Back: Incomplete Multi-modal Brain Tumor Segmentation Via Category Aware Group Self-Support Learning β ICCV BraTS2015 BraTS2018 BraTS2020 βοΈ > H-UVED, RobustSeg, RFNet, mmformer 2023 Query Re-Training for Modality-Gnostic Incomplete Multi-modal Brain Tumor Segmentation β MICCAI workshop MMMI BraTS2018 BraTS2020 βοΈ > H-UVED, RobustSeg, RFNet, mmformer 2023 Modal-aware Visual Prompting for Incomplete Multi-modal Brain Tumor Segmentation β ACM BraTS2015 BraTS2018 BraTS2020 βοΈ > HeMIS, H-UVED, RobustSeg, mmformer 2023 M3AE: Multimodal Representation Learning for Brain Tumor Segmentation with Missing Modalities βοΈ AAAI BraTS2018 BraTS2020 βοΈ > H-UVED, ACN, SMU-Net, RFNet 2023 Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling βοΈ CVPR BraTS2018 BraTS2020 βοΈ > HeMIS, H-UVED, RobustSeg, mmformer, ACN, KD-Net 2023 Enhancing Modality-Agnostic Representations via Meta-learning for Brain Tumor Segmentation β ICCV BraTS2018 BraTS2019 BraTS2020 βοΈ > HeMIS, H-UVED, D2-Net, ACN, RFNet, mmformer 2023 M2FTrans: Modality-Masked Fusion Transformer for Incomplete Multi-Modality Brain Tumor Segmentation βοΈ JBHI BraTS2018 BraTS2020 βοΈ > HeMIS, H-UVED, RobustSeg, RFNet, mmformer, ACN, SMU-Net 2023 Prototype Knowledge Distillation for Medical Segmentation with Missing Modality βοΈ ICASSP BraTS2018 β > H-UVED, KD-Net, PMKL 2023 MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation βοΈ MIDL BraTS2018 β > HeMIS, H-UVED, ACN, SMU 2022 D2-Net: Dual Disentanglement Network for Brain Tumor Segmentation with Missing Modalities βοΈ TMI BraTS2018 βοΈ > HeMIS, H-UVED, KD-net, ACN, RobustSeg 2022 mmformer: Multimodal medical transformer for incomplete multimodal learning of brain tumor segmentation βοΈ MICCAI BraTS2018 βοΈ > HeMIS, H-UVED; < ACN 2022 ModDrop++: A Dynamic Filter Network with Intra-subject Co-training for Multiple Sclerosis Lesion Segmentation with Missing Modalities βοΈ MICCAI ISBI UMCL βοΈ > modality dropout 2022 SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities βοΈ MIDL BraTS2018 β > HeMIS, H-UVED, ACN 2021 Learning with Privileged Multimodal Knowledge for Unimodal Segmentation βοΈ TMI MyoPS BraTS2018 β > RobustSeg, SynthesisNet, KD-Net 2021 ACN: Adversarial Co-training Network for Brain Tumor Segmentation with Missing Modalities βοΈ MICCAI BraTS2018 β > HeMIS, H-UVED, KD-Net 2021 RFNet: Region-aware Fusion Network for Incomplete Multi-modal Brain Tumor Segmentation βοΈ ICCV BraTS2015 BraTS2018 BraTS2020 βοΈ > HeMIS, H-UVED, RobustSeg 2019 Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation βοΈ MICCAI BraTS2018 βοΈ > HeMIS, H-HeMIS; < Ind. model 2019 Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion βοΈ MICCAI BraTS2015 βοΈ > HeMIS, imputation MLP 2016 HeMIS: Hetero-Modal Image Segmentation β MICCAI MSGC BraTS2013 βοΈ > mean-filling, imputation MLP