Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning

14 March 2018

Papers citing "Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning"

50 / 105 papers shown

Title
AEGIS: Human Attention-based Explainable Guidance for Intelligent Vehicle Systems Zhuoli Zhuang Cheng-You Lu Yu-Cheng Chang Yu-Kai Wang T. Do Chin-Teng Lin 31 0 0 08 Apr 2025
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 54 0 0 19 Mar 2025
Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines Xinwei Long Zhiyuan Ma Ermo Hua Kaiyan Zhang Biqing Qi Bowen Zhou RALM 46 0 0 23 Feb 2025
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition Gaole He Patrick Hemmer Michael Vossing Max Schemmer U. Gadiraju 39 0 0 19 Jan 2025
Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios Shantanu Jaiswal Debaditya Roy Basura Fernando Cheston Tan ReLM LRM 71 2 0 20 Nov 2024
A Comprehensive Survey on Visual Question Answering Datasets and Algorithms Raihan Kabir Naznin Haque Md. Saiful Islam Marium-E. Jannat CoGe 29 1 0 17 Nov 2024
Explainable Image Recognition via Enhanced Slot-attention Based Classifier Bowen Wang Liangzhi Li Jiahao Zhang Yuta Nakashima Hajime Nagahara OCL 44 0 0 08 Jul 2024
From Explainable to Interpretable Deep Learning for Natural Language Processing in Healthcare: How Far from Reality? Guangming Huang Yingya Li Shoaib Jameel Yunfei Long G. Papanastasiou 26 16 0 18 Mar 2024
STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question Answering Yueqian Wang Yuxuan Wang Kai Chen Dongyan Zhao 25 2 0 08 Jan 2024
Interactive Visual Task Learning for Robots Weiwei Gu Anant Sah N. Gopalan 30 4 0 20 Dec 2023
What's Left? Concept Grounding with Logic-Enhanced Foundation Models Joy Hsu Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu VLM ReLM LRM 21 21 0 24 Oct 2023
Multimodal Explainable Artificial Intelligence: A Comprehensive Review of Methodological Advances and Future Research Directions N. Rodis Christos Sardianos Panagiotis I. Radoglou-Grammatikis Panagiotis G. Sarigiannidis Iraklis Varlamis Georgios Th. Papadopoulos 20 22 0 09 Jun 2023
A Review on Explainable Artificial Intelligence for Healthcare: Why, How, and When? M. Rubaiyat Hossain Mondal Prajoy Podder 13 56 0 10 Apr 2023
NS3D: Neuro-Symbolic Grounding of 3D Objects and Relations Joy Hsu Jiayuan Mao Jiajun Wu PINN 40 47 0 23 Mar 2023
VQA and Visual Reasoning: An Overview of Recent Datasets, Methods and Challenges R. Zakari Jim Wilson Owusu Hailin Wang Ke Qin Zaharaddeen Karami Lawal Yue-hong Dong LRM 25 16 0 26 Dec 2022
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason? Monika Wysoczañska Tom Monnier Tomasz Trzciñski David Picard ReLM OCL 20 1 0 20 Dec 2022
Visually Grounded VQA by Lattice-based Retrieval Daniel Reich F. Putze Tanja Schultz 13 2 0 15 Nov 2022
What Should the System Do Next?: Operative Action Captioning for Estimating System Actions Taiki Nakamura Seiya Kawano Akishige Yuguchi Yasutomo Kawanishi Koichiro Yoshino 11 0 0 06 Oct 2022
Learning to Collocate Visual-Linguistic Neural Modules for Image Captioning Xu Yang Hanwang Zhang Chongyang Gao Jianfei Cai MLLM 25 10 0 04 Oct 2022
Visual Superordinate Abstraction for Robust Concept Learning Qinjie Zheng Chaoyue Wang Dadong Wang Dacheng Tao VLM 23 2 0 28 May 2022
Attention in Reasoning: Dataset, Analysis, and Modeling Shi Chen Ming Jiang Jinhui Yang Qi Zhao LRM 25 3 0 20 Apr 2022
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations Lingjie Mei Jiayuan Mao Ziqi Wang Chuang Gan J. Tenenbaum VLM 12 21 0 30 Mar 2022
Can you even tell left from right? Presenting a new challenge for VQA Sairaam Venkatraman Rishi Rao S. Balasubramanian C. Vorugunti R. R. Sarma CoGe 8 0 0 15 Mar 2022
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference Yufei Feng Xiaoyu Yang Xiao-Dan Zhu Michael A. Greenspan LRM NAI 39 11 0 09 Mar 2022
Vision-Language Intelligence: Tasks, Representation Learning, and Large Models Feng Li Hao Zhang Yi-Fan Zhang S. Liu Jian Guo L. Ni Pengchuan Zhang Lei Zhang AI4TS VLM 16 36 0 03 Mar 2022
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models Spyridon Mouselinos Henryk Michalewski Mateusz Malinowski 13 3 0 24 Feb 2022
Grammar-Based Grounded Lexicon Learning Jiayuan Mao Haoyue Shi Jiajun Wu R. Levy J. Tenenbaum NAI 8 14 0 17 Feb 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 21 394 0 20 Jan 2022
Discrete and continuous representations and processing in deep learning: Looking forward Ruben Cartuyvels Graham Spinks Marie-Francine Moens OCL 20 20 0 04 Jan 2022
Few-shot Backdoor Defense Using Shapley Estimation Jiyang Guan Zhuozhuo Tu Ran He Dacheng Tao AAML 15 53 0 30 Dec 2021
Dynamic Visual Reasoning by Learning Differentiable Physics Models from Video and Language Mingyu Ding Zhenfang Chen Tao Du Ping Luo J. Tenenbaum Chuang Gan VGen PINN OCL 22 74 0 28 Oct 2021
Towards Language-guided Visual Recognition via Dynamic Convolutions Gen Luo Yiyi Zhou Xiaoshuai Sun Yongjian Wu Yue Gao Rongrong Ji ObjD 25 19 0 17 Oct 2021
Coarse-to-Fine Reasoning for Visual Question Answering Binh X. Nguyen Tuong Khanh Long Do Huy Tran Erman Tjiputra Quang-Dieu Tran A. Nguyen NAI 62 36 0 06 Oct 2021
Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real Images Zhuowan Li Elias Stengel-Eskin Yixiao Zhang Cihang Xie Q. Tran Benjamin Van Durme Alan Yuille VLM 22 15 0 01 Oct 2021
Neuro-Symbolic AI: An Emerging Class of AI Workloads and their Characterization Zachary Susskind Bryce Arden L. John Patrick A Stockton E. John NAI 22 40 0 13 Sep 2021
Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model Kwanseok Oh Jeeseok Yoon Heung-Il Suk FAtt 27 28 0 21 Aug 2021
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs Daniel Reich F. Putze Tanja Schultz 22 2 0 28 Jun 2021
Temporal Early Exits for Efficient Video Object Detection Amin Sabet Jonathon S. Hare Bashir M. Al-Hashimi G. Merrett 19 8 0 21 Jun 2021
Found a Reason for me? Weakly-supervised Grounded Visual Question Answering using Capsules Aisha Urooj Khan Hilde Kuehne Kevin Duarte Chuang Gan N. Lobo M. Shah 15 34 0 11 May 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 52 858 0 26 Apr 2021
Jointly Learning Truth-Conditional Denotations and Groundings using Parallel Attention Leon Bergen Dzmitry Bahdanau Timothy J. O'Donnell FedML 6 1 0 14 Apr 2021
Neuro-Symbolic VQA: A review from the perspective of AGI desiderata Ian Berlot-Attwell 8 3 0 13 Apr 2021
Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning Zhenfang Chen Jiayuan Mao Jiajun Wu Kwan-Yee Kenneth Wong J. Tenenbaum Chuang Gan VGen 31 92 0 30 Mar 2021
Domain-robust VQA with diverse datasets and methods but no target labels Mingda Zhang Tristan D. Maidment Ahmad Diab Adriana Kovashka R. Hwa OOD 11 22 0 29 Mar 2021
How to Design Sample and Computationally Efficient VQA Models Karan Samel Zelin Zhao Binghong Chen Kuan-Chieh Jackson Wang Haozheng Luo Le Song 13 4 0 22 Mar 2021
Hopper: Multi-hop Transformer for Spatiotemporal Reasoning Honglu Zhou Asim Kadav Farley Lai Alexandru Niculescu-Mizil Martin Renqiang Min Mubbasir Kapadia H. Graf LRM 40 18 0 19 Mar 2021
Unbox the Black-box for the Medical Explainable AI via Multi-modal and Multi-centre Data Fusion: A Mini-Review, Two Showcases and Beyond Guang Yang Qinghao Ye Jun Xia 90 479 0 03 Feb 2021
Solving the Same-Different Task with Convolutional Neural Networks Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi AIMat OOD SSL UQCV 35 17 0 22 Jan 2021
HySTER: A Hybrid Spatio-Temporal Event Reasoner Théophile Sautory Nuri Cingillioglu A. Russo NAI 10 4 0 17 Jan 2021
Learning from Lexical Perturbations for Consistent Visual Question Answering Spencer Whitehead Hui Wu Yi Ren Fung Heng Ji Rogerio Feris Kate Saenko 29 11 0 26 Nov 2020