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 |