CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to
Imperfect Modalities

CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities

27 March 2023

Konstantinos Kontras

Christos Chatzichristos

Johan A. K. Suykens

Papers citing "CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities"

15 / 15 papers shown

Title
Sequence Prediction Under Missing Data : An RNN Approach Without Imputation Soumen Pachal Avinash Achar AI4TS 23 4 0 18 Aug 2022
Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers Jathurshan Pradeepkumar Mithunjha Anandakumar Vinith Kugathasan Dhinesh Suntharalingham S. L. Kappel A. D. Silva Chamira U. S. Edussooriya 71 31 0 15 Aug 2022
Are Multimodal Transformers Robust to Missing Modality? Mengmeng Ma Jian Ren Long Zhao Davide Testuggine Xi Peng ViT 93 154 0 12 Apr 2022
Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably) Yu Huang Junyang Lin Chang Zhou Hongxia Yang Longbo Huang 60 96 0 23 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 532 4,360 0 28 Jan 2022
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation Junnan Li Ramprasaath R. Selvaraju Akhilesh Deepak Gotmare Shafiq Joty Caiming Xiong Guosheng Lin FaML 194 1,960 0 16 Jul 2021
Attention Bottlenecks for Multimodal Fusion Arsha Nagrani Shan Yang Anurag Arnab A. Jansen Cordelia Schmid Chen Sun 98 567 0 30 Jun 2021
SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification Huy P Phan Kaare B. Mikkelsen Oliver Y. Chén P. Koch Alfred Mertins M. D. Vos 75 187 0 23 May 2021
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 101 418 0 28 Sep 2018
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 101 2,932 0 26 May 2017
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 82 958 0 12 Mar 2017
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 330 8,130 0 13 Aug 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 413 10,494 0 21 Jul 2016
Adversarial Feature Learning Jiasen Lu Philipp Krahenbuhl Trevor Darrell GAN 109 1,610 0 31 May 2016
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 220 4,318 0 04 May 2011