What Makes Multi-modal Learning Better than Single (Provably)

8 June 2021

Hang Zhao

Papers citing "What Makes Multi-modal Learning Better than Single (Provably)"

43 / 43 papers shown

Title
Robust Multimodal Segmentation with Representation Regularization and Hybrid Prototype Distillation Jiaqi Tan Xu Zheng Yuhang Liu 17 0 0 19 May 2025
Multi-modal contrastive learning adapts to intrinsic dimensions of shared latent variables Yu Gui Cong Ma Zongming Ma SSL 33 0 0 18 May 2025
A Multimodal Multi-Agent Framework for Radiology Report Generation Ziruo Yi Ting Xiao Mark V. Albert MedIm 29 0 0 14 May 2025
Optimizing Mouse Dynamics for User Authentication by Machine Learning: Addressing Data Sufficiency, Accuracy-Practicality Trade-off, and Model Performance Challenges Yi Wang Chengyv Wu Yang Liao Maowei You AAML 39 0 0 30 Apr 2025
Synergy-CLIP: Extending CLIP with Multi-modal Integration for Robust Representation Learning Sangyeon Cho Jangyeong Jeon Mingi Kim Junyeong Kim CLIP VLM 89 0 0 30 Apr 2025
CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification Mingkun Zhang Keping Bi Wei Chen J. Guo Xueqi Cheng BDL VLM 54 1 0 25 Feb 2025
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images Yuze Wang Rong Xiao Haifeng Li Mariana Belgiu Chao Tao 36 0 0 08 Jan 2025
GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning Jianqing Liang Xinkai Wei Min Chen Zhiqiang Wang Jiye Liang 83 0 0 18 Dec 2024
Part-Whole Relational Fusion Towards Multi-Modal Scene Understanding Yi Liu Chengxin Li Shoukun Xu Jiawei Han ViT 47 2 0 19 Oct 2024
CoPRA: Bridging Cross-domain Pretrained Sequence Models with Complex Structures for Protein-RNA Binding Affinity Prediction Rong Han Xiaohong Liu Tong Pan Jing Xu Xiaoyu Wang ... Zhenyu Li Zixuan Wang Jiangning Song Guangyu Wang Ting Chen 28 0 0 21 Aug 2024
Completed Feature Disentanglement Learning for Multimodal MRIs Analysis Tianling Liu Hongying Liu Fanhua Shang Lequan Yu Tong Han Liang Wan 54 1 0 06 Jul 2024
Predictive Dynamic Fusion Bing Cao Yinan Xia Yi Ding Changqing Zhang Qinghua Hu 39 9 0 07 Jun 2024
Understanding Retrieval-Augmented Task Adaptation for Vision-Language Models Yifei Ming Yixuan Li VLM 41 7 0 02 May 2024
Contrastive Learning on Multimodal Analysis of Electronic Health Records Tianxi Cai Feiqing Huang Ryumei Nakada Linjun Zhang Doudou Zhou 61 0 0 22 Mar 2024
Borrowing Treasures from Neighbors: In-Context Learning for Multimodal Learning with Missing Modalities and Data Scarcity Zhuo Zhi Ziquan Liu M. Elbadawi Adam Daneshmend Mine Orlu Abdul Basit Andreas Demosthenous Miguel R. D. Rodrigues 36 2 0 14 Mar 2024
BronchoCopilot: Towards Autonomous Robotic Bronchoscopy via Multimodal Reinforcement Learning Jianbo Zhao Hao Chen Qingyao Tian Jian Chen Bingyu Yang Hongbin Liu 37 1 0 03 Mar 2024
Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning Yuhang Liu Zhen Zhang Dong Gong Erdun Gao Biwei Huang Anton Van Den Hengel Kun Zhang Javen Qinfeng Shi Javen Qinfeng Shi 52 5 0 09 Feb 2024
Triple Disentangled Representation Learning for Multimodal Affective Analysis Ying Zhou Xuefeng Liang Han Chen Yin Zhao Xin Chen Lida Yu 52 3 0 29 Jan 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 30 8 0 05 Jan 2024
Improving Discriminative Multi-Modal Learning with Large-Scale Pre-Trained Models Chenzhuang Du Yue Zhao Chonghua Liao Jiacheng You Jie Fu Hang Zhao 47 2 0 08 Oct 2023
Missing-modality Enabled Multi-modal Fusion Architecture for Medical Data Muyu Wang Shiyu Fan Yichen Li Hui Chen MedIm 17 1 0 27 Sep 2023
kTrans: Knowledge-Aware Transformer for Binary Code Embedding Wenyu Zhu Hao Wang Yuchen Zhou Jiaming Wang Zihan Sha Zeyu Gao Chao Zhang 32 10 0 24 Aug 2023
Interpretation on Multi-modal Visual Fusion Hao Chen Hao Zhou Yongjian Deng 39 0 0 19 Aug 2023
GiGaMAE: Generalizable Graph Masked Autoencoder via Collaborative Latent Space Reconstruction Yucheng Shi Yushun Dong Qiaoyu Tan Jundong Li Ninghao Liu 50 25 0 18 Aug 2023
Divert More Attention to Vision-Language Object Tracking Mingzhe Guo Zhipeng Zhang Li Jing Haibin Ling Heng Fan VLM 42 3 0 19 Jul 2023
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion Isha Rawal Alexander Matyasko Shantanu Jaiswal Basura Fernando Cheston Tan 26 2 0 15 Jun 2023
Multimodal Data Integration for Oncology in the Era of Deep Neural Networks: A Review Asim Waqas Aakash Tripathi Ravichandran Ramachandran Paul Stewart Ghulam Rasool AI4CE 42 32 0 11 Mar 2023
EgoDistill: Egocentric Head Motion Distillation for Efficient Video Understanding Shuhan Tan Tushar Nagarajan Kristen Grauman 28 21 0 05 Jan 2023
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition Xin Ni Yong Liu Hao Wen Yatai Ji Jing Xiao Yujiu Yang 37 9 0 09 Dec 2022
Towards Good Practices for Missing Modality Robust Action Recognition Sangmin Woo Sumin Lee Yeonju Park Muhammad Adi Nugroho Changick Kim 24 44 0 25 Nov 2022
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities Shristi Das Biswas Adarsh Kosta C. Liyanagedera M. Apolinario Kaushik Roy 34 18 0 19 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 31 56 0 15 Nov 2022
Greedy Modality Selection via Approximate Submodular Maximization Runxiang Cheng Gargi Balasubramaniam Yifei He Yao-Hung Hubert Tsai Han Zhao 24 1 0 22 Oct 2022
MMRNet: Improving Reliability for Multimodal Object Detection and Segmentation for Bin Picking via Multimodal Redundancy Yuhao Chen Hayden Gunraj E. Z. Zeng Robbie Meyer Maximilian Gilles Alexander Wong 37 1 0 19 Oct 2022
Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture M. Jung He Zhao Joanna Dipnall Belinda Gabbe Lan Du UQCV EDL 67 12 0 06 Oct 2022
Visual Grounding of Inter-lingual Word-Embeddings W. Mohammed Hassan Shahmohammadi Hendrik P. A. Lensch R. Baayen 13 1 0 08 Sep 2022
Modality Mixer for Multi-modal Action Recognition Sumin Lee Sangmin Woo Yeonju Park Muhammad Adi Nugroho Changick Kim 26 10 0 24 Aug 2022
Divert More Attention to Vision-Language Tracking Mingzhe Guo Zhipeng Zhang Heng Fan Li Jing 29 53 0 03 Jul 2022
More to Less (M2L): Enhanced Health Recognition in the Wild with Reduced Modality of Wearable Sensors Huiyuan Yang Han Yu K. Sridhar T. Vaessen I. Myin‐Germeys Akane Sano 23 7 0 16 Feb 2022
M5Product: Self-harmonized Contrastive Learning for E-commercial Multi-modal Pretraining Xiao Dong Xunlin Zhan Yangxin Wu Yunchao Wei Michael C. Kampffmeyer Xiaoyong Wei Minlong Lu Yaowei Wang Xiaodan Liang 33 37 0 09 Sep 2021
Deep Continuous Fusion for Multi-Sensor 3D Object Detection Ming Liang Binh Yang Shenlong Wang R. Urtasun 3DPC 208 840 0 20 Dec 2020
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz Alex Schwing Tamir Hazan 60 90 0 21 Oct 2020
Norm-Based Capacity Control in Neural Networks Behnam Neyshabur Ryota Tomioka Nathan Srebro 127 577 0 27 Feb 2015