Multimodal Generative Models for Scalable Weakly-Supervised Learning

14 February 2018

Papers citing "Multimodal Generative Models for Scalable Weakly-Supervised Learning"

50 / 176 papers shown

Title
A systematic review of challenges and proposed solutions in modeling multimodal data Maryam Farhadizadeh Maria Weymann Michael Blaß Johann Kraus Christopher Gundler Sebastian Walter Noah Hempen Harald Binde Nadine Binder 34 0 0 11 May 2025
Aggregation of Dependent Expert Distributions in Multimodal Variational Autoencoders R. A. Mancisidor Robert Jenssen Shujian Yu Michael C. Kampffmeyer 27 0 0 02 May 2025
Field Report on Ground Penetrating Radar for Localization at the Mars Desert Research Station Anja Sheppard Katherine A. Skinner 39 0 0 21 Apr 2025
Are you SURE? Enhancing Multimodal Pretraining with Missing Modalities through Uncertainty Estimation Duy Nguyen Quan Huu Do Khoa D. Doan Minh N. Do 37 0 0 18 Apr 2025
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments Junming Liu Guosun Zeng Ding Wang Yanting Gao Yufei Jin 51 0 0 14 Apr 2025
Multi-view autoencoders for Fake News Detection Ingryd V. S. T. Pereira George D. C. Cavalcanti Rafael M. O. Cruz ViT 26 0 0 10 Apr 2025
Dual Consistent Constraint via Disentangled Consistency and Complementarity for Multi-view Clustering Bo Li Jing Yun 46 0 0 07 Apr 2025
Robust Multimodal Survival Prediction with the Latent Differentiation Conditional Variational AutoEncoder Junjie Zhou Jiao Tang Yingli Zuo Peng Wan Daoqiang Zhang Wei Shao 62 1 0 12 Mar 2025
Semantic Gaussian Mixture Variational Autoencoder for Sequential Recommendation Beibei Li Tao Xiang Beihong Jin Yiyuan Zheng Rui Zhao BDL 41 0 0 22 Feb 2025
Unity by Diversity: Improved Representation Learning in Multimodal VAEs Thomas M. Sutter Yang Meng Andrea Agostini Daphné Chopard Norbert Fortin Julia E. Vogt Bahbak Shahbaba Stephan Mandt SSL 57 2 0 08 Jan 2025
Correlating Variational Autoencoders Natively For Multi-View Imputation Ella S. C. Orme Marina Evangelou Ulrich Paquet CML 32 0 0 05 Nov 2024
Unified Cross-Modal Image Synthesis with Hierarchical Mixture of Product-of-Experts R. Dorent Nazim Haouchine A. Golby Sarah F. Frisken Tina Kapur W. Wells 38 0 0 25 Oct 2024
Enhancing Unimodal Latent Representations in Multimodal VAEs through Iterative Amortized Inference Yuta Oshima Masahiro Suzuki Y. Matsuo 38 0 0 15 Oct 2024
From Concrete to Abstract: A Multimodal Generative Approach to Abstract Concept Learning Haodong Xie R. S. Maharjan Federico Tavella Angelo Cangelosi GAN 18 0 0 03 Oct 2024
Learning Multimodal Latent Generative Models with Energy-Based Prior Shiyu Yuan Jiali Cui Hanao Li Tian Han 36 0 0 30 Sep 2024
Learning to Match 2D Keypoints Across Preoperative MR and Intraoperative Ultrasound Hassan Rasheed R. Dorent Maximilian Fehrentz Tina Kapur William M. Wells III A. Golby Sarah F. Frisken Julia A. Schnabel Nazim Haouchine 28 0 0 12 Sep 2024
Towards Robust Uncertainty-Aware Incomplete Multi-View Classification Mulin. Chen Haojian Huang Qiang Li UQCV 33 1 0 10 Sep 2024
Evidential Deep Partial Multi-View Classification With Discount Fusion Haojian Huang Zhe Liu S. Letchmunan Muhammet Deveci Mingwei Lin Weizhong Wang 44 4 0 23 Aug 2024
Learning Multimodal Latent Space with EBM Prior and MCMC Inference Shiyu Yuan Carlo Lipizzi Tian Han 36 1 0 20 Aug 2024
A Markov Random Field Multi-Modal Variational AutoEncoder Fouad Oubari M. Baha Raphael Meunier Rodrigue Décatoire Mathilde Mougeot 36 0 0 18 Aug 2024
HyperMM : Robust Multimodal Learning with Varying-sized Inputs Hava Chaptoukaev Vincenzo Marcianó Francesco Galati Maria A. Zuluaga 40 0 0 30 Jul 2024
Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives D. Hagos Rick Battle Danda B. Rawat LM&MA OffRL 45 23 0 20 Jul 2024
Retrieval-Augmented Generation for Natural Language Processing: A Survey Shangyu Wu Ying Xiong Yufei Cui Haolun Wu Can Chen ... Lianming Huang Xue Liu Tei-Wei Kuo Nan Guan Chun Jason Xue 3DV RALM 42 27 0 18 Jul 2024
CLHOP: Combined Audio-Video Learning for Horse 3D Pose and Shape Estimation Ci Li Elin Hernlund Hedvig Kjellström Silvia Zuffi 3DH 42 2 0 01 Jul 2024
Leveraging Foundation Models for Multi-modal Federated Learning with Incomplete Modality Liwei Che Jiaqi Wang Xinyue Liu Fenglong Ma 28 2 0 16 Jun 2024
CAVACHON: a hierarchical variational autoencoder to integrate multi-modal single-cell data Ping-Han Hsieh Ru-Xiu Hsiao Katalin Ferenc Anthony Mathelier R. Burkholz Chien-Yu Chen G. K. Sandve T. Belova M. Kuijjer 20 0 0 28 May 2024
Time Cell Inspired Temporal Codebook in Spiking Neural Networks for Enhanced Image Generation Linghao Feng Dongcheng Zhao Sicheng Shen Yiting Dong Guobin Shen Yi Zeng 49 2 0 23 May 2024
Joint Analysis of Single-Cell Data across Cohorts with Missing Modalities Marianne Arriola Weishen Pan Manqi Zhou Qiannan Zhang Chang Su Fei-Yue Wang 39 0 0 18 May 2024
Efficient LLM Comparative Assessment: a Product of Experts Framework for Pairwise Comparisons Adian Liusie Vatsal Raina Yassir Fathullah Mark Gales 43 10 0 09 May 2024
Bridging Language, Vision and Action: Multimodal VAEs in Robotic Manipulation Tasks G. Sejnova M. Vavrecka Karla Stepanova 35 0 0 02 Apr 2024
Multimodal Variational Autoencoder for Low-cost Cardiac Hemodynamics Instability Detection M. N. I. Suvon P. C. Tripathi Wenrui Fan Shuo Zhou Xianyuan Liu S. Alabed V. Osmani Andrew J Swift Chen Chen Haiping Lu 31 1 0 20 Mar 2024
Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion Dongyang Li Chen Wei Shiying Li Jiachen Zou Quanying Liu DiffM 37 20 0 12 Mar 2024
A tutorial on multi-view autoencoders using the multi-view-AE library A. L. Aguila André Altmann 54 2 0 12 Mar 2024
See Through Their Minds: Learning Transferable Neural Representation from Cross-Subject fMRI Yulong Liu Yongqiang Ma Guibo Zhu Haodong Jing Nanning Zheng 26 4 0 11 Mar 2024
Disentangling shared and private latent factors in multimodal Variational Autoencoders Kaspar Märtens Christopher Yau DRL 18 0 0 10 Mar 2024
Improving Variational Autoencoder Estimation from Incomplete Data with Mixture Variational Families Vaidotas Šimkus Michael U. Gutmann 48 2 0 05 Mar 2024
Through-Wall Imaging based on WiFi Channel State Information Julian Strohmayer Rafael Sterzinger Christian Stippel Martin Kampel 34 0 0 30 Jan 2024
Toward the Identifiability of Comparative Deep Generative Models Romain Lopez Jan-Christian Huetter Ehsan Hajiramezanali Jonathan Pritchard Aviv Regev 23 2 0 29 Jan 2024
Text-to-Image Cross-Modal Generation: A Systematic Review Maciej Żelaszczyk Jacek Mańdziuk 35 3 0 21 Jan 2024
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation Chuyun Shen Wenhao Li Haoqing Chen Xiaoling Wang Fengping Zhu Yuxin Li Xiangfeng Wang Bo Jin 45 3 0 05 Jan 2024
Bayesian Intrinsic Groupwise Image Registration: Unsupervised Disentanglement of Anatomy and Geometry Xinzhe Luo Xin Wang Linda Shapiro Chun Yuan Jianfeng Feng Xiahai Zhuang 39 0 0 04 Jan 2024
Improving Normative Modeling for Multi-modal Neuroimaging Data using mixture-of-product-of-experts variational autoencoders Sayantan Kumar Philip R. O. Payne Aristeidis Sotiras 30 5 0 02 Dec 2023
Debunking Free Fusion Myth: Online Multi-view Anomaly Detection with Disentangled Product-of-Experts Modeling Hao Wang Zhi-Qi Cheng Jingdong Sun Xin Yang Xiao-Jun Wu Hongyang Chen Yan Yang 38 5 0 28 Oct 2023
Multimodal Variational Auto-encoder based Audio-Visual Segmentation Yuxin Mao Jing Zhang Mochu Xiang Yiran Zhong Yuchao Dai 40 34 0 12 Oct 2023
Multi-modal Gaussian Process Variational Autoencoders for Neural and Behavioral Data Rabia Gondur Usama Bin Sikandar Evan Schaffer Mikio C. Aoi Stephen L. Keeley DRL 31 9 0 04 Oct 2023
MoCaE: Mixture of Calibrated Experts Significantly Improves Object Detection Kemal Oksuz Selim Kuzucu Tom Joy P. Dokania MoE 29 5 0 26 Sep 2023
Self-supervised Multi-view Clustering in Computer Vision: A Survey Jiatai Wang Zhiwei Xu Xuewen Yang Hailong Li Bo Li Xuying Meng 46 4 0 18 Sep 2023
Unified Brain MR-Ultrasound Synthesis using Multi-Modal Hierarchical Representations R. Dorent Nazim Haouchie Fryderyk Kogl Samuel Joutard Parikshit Juvekar ... Sebastien Ourselin Sarah F. Frisken Tom Kamiel Magda Vercauteren Tina Kapur William M. Wells 34 6 0 15 Sep 2023
Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices Mohamed Imed Eddine Ghebriout Halima Bouzidi Smail Niar Hamza Ouarnoughi 21 3 0 12 Sep 2023
Learning multi-modal generative models with permutation-invariant encoders and tighter variational bounds Marcel Hirt Domenico Campolo Victoria Leong Juan-Pablo Ortega DRL 15 0 0 01 Sep 2023