ADAPT: Multimodal Learning for Detecting Physiological Changes under
Missing Modalities

ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities

4 July 2024

Maria Vakalopoulou

Vicky Kalogeiton

Papers citing "ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities"

19 / 19 papers shown

Title
Transformer representation learning is necessary for dynamic multi-modal physiological data on small-cohort patients Bingxu Wang Kunzhi Cai Yuqi Zhang Yachong Guo Zeyi Zhou Wenjiao Li Yachong Guo Wei Wang Qing Zhou MedIm 83 0 0 05 Apr 2025
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 42 31 0 02 Oct 2023
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles Chaitanya K. Ryali Yuan-Ting Hu Daniel Bolya Chen Wei Haoqi Fan ... Omid Poursaeed Judy Hoffman Jitendra Malik Yanghao Li Christoph Feichtenhofer 3DH 84 177 0 01 Jun 2023
Frozen Language Model Helps ECG Zero-Shot Learning Jun Yu Li Che Liu Sibo Cheng Rossella Arcucci linda Qiao 52 62 0 22 Mar 2023
I Can't Believe There's No Images! Learning Visual Tasks Using only Language Supervision Sophia Gu Christopher Clark Aniruddha Kembhavi VLM 42 24 0 17 Nov 2022
Are Multimodal Transformers Robust to Missing Modality? Mengmeng Ma Jian Ren Long Zhao Davide Testuggine Xi Peng ViT 88 151 0 12 Apr 2022
Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction Bowen Shi Wei-Ning Hsu Kushal Lakhotia Abdel-rahman Mohamed SSL 86 315 0 05 Jan 2022
Understanding Dimensional Collapse in Contrastive Self-supervised Learning Li Jing Pascal Vincent Yann LeCun Yuandong Tian SSL 111 347 0 18 Oct 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 68 166 0 15 Jul 2021
Attention Bottlenecks for Multimodal Fusion Arsha Nagrani Shan Yang Anurag Arnab A. Jansen Cordelia Schmid Chen Sun 92 560 0 30 Jun 2021
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification Chun-Fu Chen Quanfu Fan Yikang Shen ViT 66 1,469 0 27 Mar 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 159 1,007 0 04 Mar 2021
Contrastive Learning of Medical Visual Representations from Paired Images and Text Yuhao Zhang Hang Jiang Yasuhide Miura Christopher D. Manning C. Langlotz MedIm 118 755 0 02 Oct 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 321 18,686 0 13 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 354 42,299 0 03 Dec 2019
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 149 1,096 0 11 Sep 2019
Missing MRI Pulse Sequence Synthesis using Multi-Modal Generative Adversarial Network Anmol Sharma Ghassan Hamarneh MedIm GAN 117 175 0 27 Apr 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 279 2,683 0 12 Sep 2018
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 56 1,016 0 07 Jun 2018