Multimodal Explainable Artificial Intelligence: A Comprehensive Review
of Methodological Advances and Future Research Directions

Multimodal Explainable Artificial Intelligence: A Comprehensive Review of Methodological Advances and Future Research Directions

9 June 2023

Christos Sardianos

Panagiotis I. Radoglou-Grammatikis

Panagiotis G. Sarigiannidis

Iraklis Varlamis

Georgios Th. Papadopoulos

Papers citing "Multimodal Explainable Artificial Intelligence: A Comprehensive Review of Methodological Advances and Future Research Directions"

8 / 8 papers shown

Title
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 130 13 0 05 Feb 2025
MusicLIME: Explainable Multimodal Music Understanding Theodoros Sotirou Vassilis Lyberatos Orfeas Menis Mastromichalakis Giorgos Stamou 34 2 0 16 Sep 2024
Exploring Machine Learning Algorithms for Infection Detection Using GC-IMS Data: A Preliminary Study Christos Sardianos Chrysostomos Symvoulidis Matthias Schlögl Iraklis Varlamis Georgios Th. Papadopoulos 27 1 0 24 Apr 2024
Illicit object detection in X-ray images using Vision Transformers Jorgen Cani Ioannis Mademlis Adamantia Anna Rebolledo Chrysochoou Georgios Th. Papadopoulos ViT 38 2 0 27 Mar 2024
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 211 1,124 0 20 Sep 2022
ExAID: A Multimodal Explanation Framework for Computer-Aided Diagnosis of Skin Lesions Adriano Lucieri Muhammad Naseer Bajwa S. Braun M. I. Malik Andreas Dengel Sheraz Ahmed 36 61 0 04 Jan 2022
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,696 0 28 Feb 2017
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 167 1,465 0 06 Jun 2016