The multi-modal fusion in visual question answering: a review of attention mechanisms

Transformers in Vision: A Survey

(2022) Salman Khan et al.   ACM COMPUTING SURVEYS

Research on Visual Question Answering Based on GAT Relational Reasoning

(2022) Yalin Miao et al.   NEURAL PROCESSING LETTERS

Deep Modular Bilinear Attention Network for Visual Question Answering

(2022) Feng Yan et al.   SENSORS

Sparse co-attention visual question answering networks based on thresholds

(2022) Zihan Guo et al.   APPLIED INTELLIGENCE

Dual Self-Guided Attention with Sparse Question Networks for Visual Question Answering

(2022) Xiang SHEN et al.   IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS

No-Reference Video Quality Assessment Using Multi-Pooled, Saliency Weighted Deep Features and Decision Fusion

(2022) Domonkos Varga   SENSORS

A Deep Fusion Matching Network Semantic Reasoning Model

(2022) Wenfeng Zheng et al.   Applied Sciences-Basel

Multi-Modal Alignment of Visual Question Answering Based on Multi-Hop Attention Mechanism

(2022) Qihao Xia et al.   Electronics

Characterization inference based on joint-optimization of multi-layer semantics and deep fusion matching network

(2022) Wenfeng Zheng et al.   PeerJ Computer Science

Attention mechanisms in computer vision: A survey

(2022) Meng-Hao Guo et al.   Computational Visual Media

SPCA-Net: a based on spatial position relationship co-attention network for visual question answering

(2022) Feng Yan et al.   VISUAL COMPUTER

Medical visual question answering based on question-type reasoning and semantic space constraint

(2022) Meiling Wang et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A Bi-level representation learning model for medical visual question answering

(2022) Yong Li et al.   JOURNAL OF BIOMEDICAL INFORMATICS

AMAM: An Attention-based Multimodal Alignment Model for Medical Visual Question Answering

(2022) Haiwei Pan et al.   KNOWLEDGE-BASED SYSTEMS

Multi-modal co-attention relation networks for visual question answering

(2022) Zihan Guo et al.   VISUAL COMPUTER

Research on visual question answering based on dynamic memory network model of multiple attention mechanisms

(2022) Yalin Miao et al.   Scientific Reports

Path-Wise Attention Memory Network for Visual Question Answering

(2022) Yingxin Xiang et al.   Mathematics

Visual question answering model based on the fusion of multimodal features by a two-way co-attention mechanism

(2022) Himanshu Sharma et al.   IMAGING SCIENCE JOURNAL

Explanation vs. attention: A two-player game to obtain attention for VQA and visual dialog

(2022) Badri N. Patro et al.   PATTERN RECOGNITION

Cross-modality co-attention networks for visual question answering

(2021) Dezhi Han et al.   Soft Computing

Knowledge mapping of computer applications in education using CiteSpace

(2021) Keshav S. Rawat et al.   COMPUTER APPLICATIONS IN ENGINEERING EDUCATION

Sentence Representation Method Based on Multi-Layer Semantic Network

(2021) Wenfeng Zheng et al.   Applied Sciences-Basel

Joint embedding VQA model based on dynamic word vector

(2021) Zhiyang Ma et al.   PeerJ Computer Science

Multimodal feature-wise co-attention method for visual question answering

(2021) Sheng Zhang et al.   Information Fusion

Multi Visual and Textual Embedding on Visual Question Answering for Blind People

(2021) Tung Le et al.   NEUROCOMPUTING

A review on the attention mechanism of deep learning

(2021) Zhaoyang Niu et al.   NEUROCOMPUTING

Dual self-attention with co-attention networks for visual question answering

(2021) Yun Liu et al.   PATTERN RECOGNITION

Mutual Attention Inception Network for Remote Sensing Visual Question Answering

(2021) Xiangtao Zheng et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Knowledge base graph embedding module design for Visual question answering model

(2021) Wenfeng Zheng et al.   PATTERN RECOGNITION

An Attentive Survey of Attention Models

(2021) Sneha Chaudhari et al.   ACM Transactions on Intelligent Systems and Technology

Object-difference drived graph convolutional networks for visual question answering

(2020) Xi Zhu et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Reasoning on the Relation: Enhancing Visual Representation for Visual Question Answering and Cross-Modal Retrieval

(2020) Jing Yu et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Adversarial Learning With Multi-Modal Attention for Visual Question Answering

(2020) Yun Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

MRA-Net: Improving VQA Via Multi-Modal Relation Attention Network

(2020) Liang Peng et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

DRAU: Dual Recurrent Attention Units for Visual Question Answering

(2019) Ahmed Osman et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Focal Visual-Text Attention for Memex Question Answering

(2019) Junwei Liang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

(2019) Ramprasaath R. Selvaraju et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Multimodal feature fusion by relational reasoning and attention for visual question answering

(2019) Weifeng Zhang et al.   Information Fusion

Visual question answering model based on visual relationship detection

(2019) Yuling Xi et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

Squeeze-and-Excitation Networks

(2019) Jie Hu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Vision-to-Language Tasks Based on Attributes and Attention Mechanism

(2019) Xuelong Li et al.   IEEE Transactions on Cybernetics

Beyond Bilinear: Generalized Multimodal Factorized High-Order Pooling for Visual Question Answering

(2018) Zhou Yu et al.   IEEE Transactions on Neural Networks and Learning Systems

Multi attention module for visual tracking

(2018) Boyu Chen et al.   PATTERN RECOGNITION

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE