Knowledge distillation from multi-modal to mono-modal segmentation
networks

Knowledge distillation from multi-modal to mono-modal segmentation networks

17 June 2021

Matthis Maillard

Giammarco La Barbera

Papers citing "Knowledge distillation from multi-modal to mono-modal segmentation networks"

16 / 16 papers shown

Title
Multimodal Masked Autoencoder Pre-training for 3D MRI-Based Brain Tumor Analysis with Missing Modalities Lucas Robinet Ahmad Berjaoui Elizabeth Cohen-Jonathan Moyal 26 0 0 01 May 2025
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency Weide Liu Jingwen Hou Xiaoyang Zhong Huijing Zhan Jun Cheng Yuming Fang Guanghui Yue 25 0 0 14 Jun 2024
Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality Hu Wang Yuanhong Chen Congbo Ma Yuan Zhang Jodie Avery Gustavo Carneiro Gustavo Carneiro 25 28 0 02 Oct 2023
CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation Yunjie Chen Marius Staring O. M. Neve Stephan R. Romeijn Erik F. Hensen Berit M. Verbist J. Wolterink Qian Tao DiffM MedIm 22 3 0 06 Sep 2023
A vision transformer-based framework for knowledge transfer from multi-modal to mono-modal lymphoma subtyping models Bilel Guetarni Féryal Windal H. Benhabiles Marianne Petit Romain Dubois Emmanuelle Leteurtre Dominique Collard DiffM 20 2 0 02 Aug 2023
Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling Hu Wang Yuanhong Chen Congbo Ma Jodie Avery Louise Hull G. Carneiro 23 79 0 26 Jul 2023
Modality-Agnostic Learning for Medical Image Segmentation Using Multi-modality Self-distillation Qisheng He Nicholas Summerfield Ming Dong C. Glide-Hurst 19 1 0 06 Jun 2023
Directional Connectivity-based Segmentation of Medical Images Ziyun Yang Sina Farsiu 30 36 0 31 Mar 2023
Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor Segmentation Aishik Konwer Xiaoling Hu Joseph Bae Xuanang Xu Chaoyu Chen Prateek Prasanna 29 16 0 08 Feb 2023
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet Nan Wang Shaohui Lin Xiaoxiao Li Ke Li Yunhang Shen Yue Gao Lizhuang Ma ViT MedIm 43 33 0 02 Jun 2022
Deep Multimodal Guidance for Medical Image Classification Mayur Mallya Ghassan Hamarneh 30 13 0 10 Mar 2022
Feature-enhanced Generation and Multi-modality Fusion based Deep Neural Network for Brain Tumor Segmentation with Missing MR Modalities Tongxue Zhou S. Canu P. Vera S. Ruan MedIm 38 42 0 08 Nov 2021
A Few-shot Learning Graph Multi-Trajectory Evolution Network for Forecasting Multimodal Baby Connectivity Development from a Baseline Timepoint Alaa Bessadok Ahmed Nebli Mohamed Ali Mahjoub Gang Li Weili Lin D. Shen I. Rekik 33 3 0 06 Oct 2021
Efficient Medical Image Segmentation Based on Knowledge Distillation Dian Qin Jiajun Bu Zhe Liu Xin Shen Sheng Zhou Jingjun Gu Zhihong Wang Lei Wu Hui-Fen Dai 30 129 0 23 Aug 2021
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation Yao Zhang Jiawei Yang Jiang Tian Zhongchao Shi Cheng Zhong Yang Zhang Zhiqiang He 34 90 0 21 Jul 2021
Teach me to segment with mixed supervision: Confident students become masters Jose Dolz Christian Desrosiers Ismail Ben Ayed 16 25 0 15 Dec 2020