M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis

17 July 2021

Huamin Qu

Papers citing "M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis"

31 / 31 papers shown

Title
Multi-Faceted Multimodal Monosemanticity Hanqi Yan Xiangxiang Cui Lu Yin Paul Pu Liang Yulan He Yifei Wang 46 0 0 16 Feb 2025
Medillustrator: Improving Retrospective Learning in Physicians' Continuous Medical Education via Multimodal Diagnostic Data Alignment and Representation Yuansong Xu Jiahe Dong Yijie Fan Yuheng Shao Chang Jiang Lixia Jin Yuanwu Cao Quan Li 75 0 0 23 Nov 2024
iGAiVA: Integrated Generative AI and Visual Analytics in a Machine Learning Workflow for Text Classification Yuanzhe Jin Adrian Carrasco-Revilla Min Chen VLM 39 1 0 24 Sep 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 58 9 0 27 Jun 2024
POEM: Interactive Prompt Optimization for Enhancing Multimodal Reasoning of Large Language Models Jianben He Xingbo Wang Shiyi Liu Guande Wu Claudio Silva Huamin Qu LRM 37 2 0 06 Jun 2024
Inconsistency-Aware Cross-Attention for Audio-Visual Fusion in Dimensional Emotion Recognition R Gnana Praveen Jahangir Alam 58 0 0 21 May 2024
Alignment Helps Make the Most of Multimodal Data Christian Arnold Andreas Küpfer 46 2 0 14 May 2024
Cross-Attention is Not Always Needed: Dynamic Cross-Attention for Audio-Visual Dimensional Emotion Recognition R Gnana Praveen Jahangir Alam 55 2 0 28 Mar 2024
Dynamic Cross Attention for Audio-Visual Person Verification R Gnana Praveen Jahangir Alam 40 1 0 07 Mar 2024
SingVisio: Visual Analytics of Diffusion Model for Singing Voice Conversion Liumeng Xue Chaoren Wang Mingxuan Wang Xueyao Zhang Jun Han Zhizheng Wu DiffM 32 5 0 20 Feb 2024
VIOLET: Visual Analytics for Explainable Quantum Neural Networks Shaolun Ruan Zhiding Liang Qian-Guo Guan Paul Griffin Xiaolin Wen Yanna Lin Yong Wang 49 1 0 23 Dec 2023
InnovationInsights: A Visual Analytics Approach for Understanding the Dual Frontiers of Science and Technology Yifang Wang Yifan Qian Xiaoyu Qi Nan Cao Dashun Wang 22 1 0 05 Aug 2023
VideoPro: A Visual Analytics Approach for Interactive Video Programming Jianben He Xingbo Wang Kamkwai Wong Xijie Huang Changjian Chen Zixin Chen Fengjie Wang Min Zhu Huamin Qu 36 10 0 01 Aug 2023
CommonsenseVIS: Visualizing and Understanding Commonsense Reasoning Capabilities of Natural Language Models Xingbo Wang Renfei Huang Zhihua Jin Tianqing Fang Huamin Qu VLM ReLM LRM 43 1 0 23 Jul 2023
HealthPrism: A Visual Analytics System for Exploring Children's Physical and Mental Health Profiles with Multimodal Data Zhihan Jiang Handi Chen Rui Zhou Jing Deng Xinchen Zhang Running Zhao Cong Xie Yifang Wang Edith C.H. Ngai 19 4 0 23 Jul 2023
LiveRetro: Visual Analytics for Strategic Retrospect in Livestream E-Commerce Yuchen Wu Yuansong Xu Shenghan Gao Xingbo Wang Wen-gang Song Zhiheng Nie Xiaomeng Fan Qu Li 34 9 0 23 Jul 2023
PromptMagician: Interactive Prompt Engineering for Text-to-Image Creation Yingchaojie Feng Xingbo Wang Kamkwai Wong Sijia Wang Yuhong Lu Minfeng Zhu Baicheng Wang Wei Chen DiffM 13 74 0 18 Jul 2023
Visual Analytics For Machine Learning: A Data Perspective Survey Junpeng Wang Shixia Liu Wei Zhang HAI 32 17 0 15 Jul 2023
Towards Interpretability in Audio and Visual Affective Machine Learning: A Review David S. Johnson Olya Hakobyan Hanna Drimalla 26 2 0 15 Jun 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 Fusion Interactions: A Study of Human and Automatic Quantification Paul Pu Liang Yun Cheng Ruslan Salakhutdinov Louis-Philippe Morency 19 6 0 07 Jun 2023
Interpretable multimodal sentiment analysis based on textual modality descriptions by using large-scale language models Sixia Li S. Okada 32 3 0 07 May 2023
Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction Guillaume Jaume Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Paul Pu Liang Faisal Mahmood 43 44 0 13 Apr 2023
Quantifying & Modeling Multimodal Interactions: An Information Decomposition Framework Paul Pu Liang Yun Cheng Xiang Fan Chun Kai Ling Suzanne Nie ... Nicholas B. Allen Randy P. Auerbach Faisal Mahmood Ruslan Salakhutdinov Louis-Philippe Morency 43 31 0 23 Feb 2023
Anchorage: Visual Analysis of Satisfaction in Customer Service Videos via Anchor Events Kamkwai Wong Xingbo Wang Yong Wang Jianben He Rongzheng Zhang Huamin Qu 28 16 0 14 Feb 2023
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions Paul Pu Liang Amir Zadeh Louis-Philippe Morency 18 62 0 07 Sep 2022
ModSelect: Automatic Modality Selection for Synthetic-to-Real Domain Generalization Zdravko Marinov Alina Roitberg David Schneider Rainer Stiefelhagen 24 4 0 19 Aug 2022
ShortcutLens: A Visual Analytics Approach for Exploring Shortcuts in Natural Language Understanding Dataset Zhihua Jin Xingbo Wang Furui Cheng Chunhui Sun Qun Liu Huamin Qu 32 9 0 17 Aug 2022
GestureLens: Visual Analysis of Gestures in Presentation Videos Haipeng Zeng Xingbo Wang Yong Wang Aoyu Wu T. Pong Huamin Qu 20 15 0 19 Apr 2022
DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations Yiwei Lyu Paul Pu Liang Zihao Deng Ruslan Salakhutdinov Louis-Philippe Morency 26 31 0 03 Mar 2022
In Defence of Visual Analytics Systems: Replies to Critics Aoyu Wu Dazhen Deng Furui Cheng Yingcai Wu Shixia Liu Huamin Qu AAML HAI 51 20 0 24 Jan 2022