Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data

24 March 2023

Papers citing "Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data"

35 / 35 papers shown

Title
Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond Yundi Zhang Paul Hager Che Liu Suprosanna Shit C. L. P. Chen Daniel Rueckert Jiazhen Pan 33 0 0 17 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 35 0 0 17 Apr 2025
Evolutionary algorithms meet self-supervised learning: a comprehensive survey Adriano Vinhas João Correia Penousal Machado SSL SyDa 56 0 0 09 Apr 2025
TGV: Tabular Data-Guided Learning of Visual Cardiac Representations Marta Hasny Maxime Di Folco Keno Bressem Julia A. Schnabel 33 0 0 19 Mar 2025
Multi-modal Time Series Analysis: A Tutorial and Survey Yushan Jiang Kanghui Ning Zijie Pan Xuyang Shen Jingchao Ni Wenchao Yu Anderson Schneider Haifeng Chen Yuriy Nevmyvaka Dongjin Song AI4TS 60 0 0 17 Mar 2025
STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification Siyi Du Xinzhe Luo D. O’Regan Chen Qin 62 0 0 08 Mar 2025
Contrastive Federated Learning with Tabular Data Silos Achmad Ginanjar Xue Li Wen Hua Jiaming Pei FedML 64 2 0 17 Feb 2025
Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis Kankana Roy Lars Krämer Sebastian Domaschke Malik Haris Roland Aydin Fabian Isensee Martin Held 38 0 0 13 Jan 2025
Barttender: An approachable & interpretable way to compare medical imaging and non-imaging data Ayush Singla Shakson Isaac Chirag J. Patel MedIm 54 0 0 19 Nov 2024
Enhancing Cardiovascular Disease Prediction through Multi-Modal Self-Supervised Learning Francesco Girlanda Olga Demler Bjoern H. Menze Neda Davoudi 23 0 0 08 Nov 2024
IMAN: An Adaptive Network for Robust NPC Mortality Prediction with Missing Modalities Yejing Huo Guoheng Huang Lianglun Cheng Jianbin He Xuhang Chen Xiaochen Yuan Guo Zhong Chi-Man Pun 11 1 0 24 Oct 2024
Scalable Representation Learning for Multimodal Tabular Transactions Natraj Raman Sumitra Ganesh Manuela Veloso LMTD 19 0 0 10 Oct 2024
Multimodal Representation Learning using Adaptive Graph Construction Weichen Huang 19 1 0 08 Oct 2024
ManiNeg: Manifestation-guided Multimodal Pretraining for Mammography Classification Xujun Li Xin Wei Jing Jiang Danxiang Chen Wei Zhang Jinpeng Li 21 0 0 24 Sep 2024
ViKL: A Mammography Interpretation Framework via Multimodal Aggregation of Visual-knowledge-linguistic Features Xin Wei Yaling Tao Changde Du Gangming Zhao Yizhou Yu Jinpeng Li 23 0 0 24 Sep 2024
TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data Siyi Du Shaoming Zheng Yinsong Wang Wenjia Bai D. O’Regan Chen Qin LMTD 23 3 0 10 Jul 2024
Interpretable Representation Learning of Cardiac MRI via Attribute Regularization Maxime Di Folco Cosmin I. Bercea Emily Chan Julia A. Schnabel 31 0 0 12 Jun 2024
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere H. Li Ouyang Cheng Tamaz Amiranashvili Matthew S. Rosen Bjoern H. Menze J. Iglesias 22 0 0 26 May 2024
A review of deep learning-based information fusion techniques for multimodal medical image classification Yi-Hsuan Li Mostafa EL HABIB DAHO Pierre-Henri Conze Rachid Zeghlache Hugo Le Boité R. Tadayoni B. Cochener M. Lamard G. Quellec 17 2 0 23 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley A. Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 26 30 0 31 Mar 2024
HyperFusion: A Hypernetwork Approach to Multimodal Integration of Tabular and Medical Imaging Data for Predictive Modeling Daniel Duenias Brennan Nichyporuk Tal Arbel Tammy Riklin-Raviv 31 3 0 20 Mar 2024
MolBind: Multimodal Alignment of Language, Molecules, and Proteins Teng Xiao Chao Cui Huaisheng Zhu V. Honavar AI4CE 21 6 0 13 Mar 2024
TNF: Tri-branch Neural Fusion for Multimodal Medical Data Classification Tong Zheng Shusaku Sone Yoshitaka Ushiku Yuki Oba Jiaxin Ma 13 0 0 04 Mar 2024
Tree-Regularized Tabular Embeddings Xuan Li Yunhe Wang Boqian Li LMTD 25 3 0 01 Mar 2024
Fusing Echocardiography Images and Medical Records for Continuous Patient Stratification Nathan Painchaud P. Courand Pierre-Marc Jodoin Nicolas Duchateau Olivier Bernard 19 2 0 15 Jan 2024
Self-supervised learning of multi-omics embeddings in the low-label, high-data regime Christian John Hurry Emma Slade 17 0 0 16 Nov 2023
Hierarchical Pretraining on Multimodal Electronic Health Records Xiaochen Wang Junyu Luo Jiaqi Wang Ziyi Yin Suhan Cui Yuan Zhong Yaqing Wang Fenglong Ma 21 5 0 11 Oct 2023
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Kazem Meidani Parshin Shojaee Chandan K. Reddy A. Farimani 13 18 0 03 Oct 2023
RegBN: Batch Normalization of Multimodal Data with Regularization Morteza Ghahremani Christian Wachinger 25 6 0 01 Oct 2023
Multimodal Contrastive Learning and Tabular Attention for Automated Alzheimer's Disease Prediction Weichen Huang 14 2 0 29 Aug 2023
Pretrained deep models outperform GBDTs in Learning-To-Rank under label scarcity Charlie Hou K. K. Thekumparampil Michael Shavlovsky Giulia Fanti Yesh Dattatreya Sujay Sanghavi LMTD 11 1 0 31 Jul 2023
CrossCLR: Cross-modal Contrastive Learning For Multi-modal Video Representations Mohammadreza Zolfaghari Yi Zhu Peter V. Gehler Thomas Brox 111 122 0 30 Sep 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 242 554 0 28 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021