v1v2 (latest)

Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality

2 October 2023

Hu Wang

Yuanhong Chen

Congbo Ma

Yuan Zhang

Jodie Avery

Gustavo Carneiro

ArXiv (abs)PDF HTML

Papers citing "Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality"

29 / 29 papers shown

Title
Robust Multimodal Learning for Ophthalmic Disease Grading via Disentangled Representation Xinze Wang Yifang Wang Senwei Liang Feilong Tang Chengzhi Liu Ming Hu Chao Hu Junjun He Zongyuan Ge Imran Razzak 91 0 0 07 Mar 2025
Multi-modal Contrastive Learning for Tumor-specific Missing Modality Synthesis Minjoo Lim Bogyeong Kang Tae-Eui Kam MedIm 110 0 0 26 Feb 2025
Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning Mingxing Li Dingkang Yang Yongxu Liu Shunli Wang Jiawei Chen ... Xiaolu Hou Mingyang Sun Ziyun Qian Dongliang Kou Li Zhang 80 1 0 05 Nov 2024
Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data Jingyun Yang Jun Wang Guoqing Zhang Yang Li 64 1 0 09 Oct 2024
Human-AI Collaborative Multi-modal Multi-rater Learning for Endometriosis Diagnosis Hu Wang David Butler Yuan Zhang Jodie C Avery Steven Knox Congbo Ma Louise Hull Gustavo Carneiro 54 2 0 03 Sep 2024
Global-Local Distillation Network-Based Audio-Visual Speaker Tracking with Incomplete Modalities Yidi Li Yihan Li Yixin Guo Bin Ren Zhenhuan Xu Hao Guo Hong Liu N. Sebe 136 0 0 26 Aug 2024
Decoupling Feature Representations of Ego and Other Modalities for Incomplete Multi-modal Brain Tumor Segmentation Kaixiang Yang Wenqi Shan Xudong Li Xuan Wang Xikai Yang Xi Wang Pheng-Ann Heng Qiang Li Zhiwei Wang 64 0 0 16 Aug 2024
Learning Modality-agnostic Representation for Semantic Segmentation from Any Modalities Xueye Zheng Yuanhuiyi Lyu Lin Wang VLM 95 19 0 16 Jul 2024
ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities Julie Mordacq Léo Milecki Maria Vakalopoulou Steve Oudot Vicky Kalogeiton OffRL MedIm 74 4 0 04 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 95 5 0 28 Jun 2024
Enhancing Single-Slice Segmentation with 3D-to-2D Unpaired Scan Distillation Xin Yu Qi Yang Han Liu Ho Hin Lee Yucheng Tang ... Shunxing Bao Yuankai Huo Ann Zenobia Moore Luigi Ferrucci Bennett A. Landman 57 2 0 18 Jun 2024
Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities Mingcheng Li Dingkang Yang Xiao Zhao Shuai Wang Yan Wang Kun Yang Mingyang Sun Dongliang Kou Ziyun Qian Lihua Zhang 87 12 0 25 Apr 2024
Fourier Prompt Tuning for Modality-Incomplete Scene Segmentation Ruiping Liu Jiaming Zhang Kunyu Peng Yufan Chen Ke Cao Junwei Zheng M. Sarfraz Kailun Yang Rainer Stiefelhagen VLM 72 8 0 30 Jan 2024
Multimodal Machine Learning in Image-Based and Clinical Biomedicine: Survey and Prospects Elisa Warner Joonsan Lee William Hsu Tanveer Syeda-Mahmood Charles Kahn Olivier Gevaert Arvind Rao LM&MA 65 9 0 04 Nov 2023
Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction Hu Wang Jianpeng Zhang Yuanhong Chen Congbo Ma Jodie Avery Louise Hull G. Carneiro UQCV 94 19 0 22 Jul 2022
mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation Yao Zhang Nanjun He Jiawei Yang Yuexiang Li Dong Wei Yawen Huang Yang Zhang Zhiqiang He Yefeng Zheng MedIm 122 127 0 06 Jun 2022
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation Yao Zhang Jiawei Yang Jiang Tian Zhongchao Shi Cheng Zhong Yang Zhang Zhiqiang He 80 97 0 21 Jul 2021
ACN: Adversarial Co-training Network for Brain Tumor Segmentation with Missing Modalities Yixin Wang Yang Zhang Yang Liu Zihao Lin Jiang Tian Cheng Zhong Zhongchao Shi Jianping Fan Zhiqiang He 56 70 0 28 Jun 2021
Knowledge distillation from multi-modal to mono-modal segmentation networks Minhao Hu Matthis Maillard Ya Zhang Tommaso Ciceri Giammarco La Barbera Isabelle Bloch Pietro Gori 66 130 0 17 Jun 2021
Soft Expert Reward Learning for Vision-and-Language Navigation Hu Wang Qi Wu Chunhua Shen 53 51 0 21 Jul 2020
Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion Cheng Chen Qi Dou Yueming Jin Hao Chen J. Qin Pheng-Ann Heng 66 151 0 22 Feb 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation Qi Dou Quande Liu Pheng Ann Heng Ben Glocker 72 178 0 06 Jan 2020
Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation Reuben Dorent Samuel Joutard Marc Modat Sébastien Ourselin Tom Vercauteren MedIm 65 123 0 25 Jul 2019
Brain Tumor Segmentation on MRI with Missing Modalities Yan Shen Mingchen Gao 61 80 0 15 Apr 2019
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge Spyridon Bakas M. Reyes Andras Jakab Stefan Bauer Markus Rempfler ... Jayashree Kalpathy-Cramer Keyvan Farahani Christos Davatzikos Koen van Leemput Bjoern Menze 141 1,639 0 05 Nov 2018
Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering V. Kazemi Ali Elqursh OOD 89 184 0 11 Apr 2017
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 350 8,179 0 13 Aug 2016
HeMIS: Hetero-Modal Image Segmentation Mohammad Havaei N. Guizard Nicolas Chapados Yoshua Bengio MedIm 76 270 0 18 Jul 2016
Nesterov's Accelerated Gradient and Momentum as approximations to Regularised Update Descent Aleksandar Botev Guy Lever David Barber ODL 52 159 0 07 Jul 2016