AI 大模型

视觉大模型 / VLM

视觉语言模型、视觉推理、视觉问答、图文理解和视觉 grounding。

共收录 3138 篇信号源：cs.CV, cs.AI, cs.LG

1. 视觉问答 3138 篇

2209.02982 2022-12-01 cs.CL 82%

Improving the Cross-Lingual Generalisation in Visual Question Answering

Farhad Nooralahzadeh, Rico Sennrich

专题命中视觉问答：visual question answering(title,abstract)；vision-language model(abstract)

Comments This work is accepted by the AAAI 2023

2207.13242 2022-07-28 cs.CV cs.AI cs.CL cs.LG 82%

Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base

Jinyeong Chae, Jihie Kim

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted by the 2022 International Joint Conference on Neural Networks (IJCNN 2022)

2206.11053 2022-06-28 cs.CV cs.AI cs.LG cs.RO eess.IV 82%

Surgical-VQA: Visual Question Answering in Surgical Scenes using Transformer

Lalithkumar Seenivasan, Mobarakol Islam, Adithya K Krishna, Hongliang Ren

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Code: https://github.com/lalithjets/Surgical_VQA.git

2204.10448 2022-04-25 cs.CV cs.AI cs.CL cs.LG 82%

Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering

Yu-Jung Heo, Eun-Sol Kim, Woo Suk Choi, Byoung-Tak Zhang

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted at ACL 2022

2112.13706 2022-02-08 cs.CV cs.AI cs.LG 82%

Multi-Image Visual Question Answering

Harsh Raj, Janhavi Dadhania, Akhilesh Bhardwaj, Prabuchandran KJ

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

2112.13906 2021-12-30 cs.CV cs.AI cs.CL cs.LG 82%

Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?

Sedigheh Eslami, Gerard de Melo, Christoph Meinel

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

2110.10906 2021-11-19 cs.CV cs.AI cs.CL cs.LG 82%

Single-Modal Entropy based Active Learning for Visual Question Answering

Dong-Jin Kim, Jae Won Cho, Jinsoo Choi, Yunjae Jung, In So Kweon

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted to BMVC 2021

2107.02331 2021-07-07 cs.CL cs.AI cs.CV cs.LG 82%

Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering

Siddharth Karamcheti, Ranjay Krishna, Li Fei-Fei, Christopher D. Manning

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted at ACL-IJCNLP 2021. 17 pages, 16 Figures

1909.07583 2020-12-04 cs.CV cs.AI cs.CL cs.LG 82%

Inverse Visual Question Answering with Multi-Level Attentions

Yaser Alwattar, Yuhong Guo

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

2011.10731 2020-11-24 cs.CL cs.AI cs.CV cs.LG 82%

LRTA: A Transparent Neural-Symbolic Reasoning Framework with Modular Supervision for Visual Question Answering

Weixin Liang, Feiyang Niu, Aishwarya Reganti, Govind Thattai, Gokhan Tur

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments NeurIPS KR2ML 2020

2006.09073 2020-11-05 cs.CV cs.AI cs.CL cs.LG 82%

Mucko: Multi-Layer Cross-Modal Knowledge Reasoning for Fact-based Visual Question Answering

Zihao Zhu, Jing Yu, Yujing Wang, Yajing Sun, Yue Hu, Qi Wu

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

2001.11673 2020-02-03 cs.AI cs.CL cs.CV cs.LG 82%

Augmenting Visual Question Answering with Semantic Frame Information in a Multitask Learning Approach

Mehrdad Alizadeh, Barbara Di Eugenio

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments 14th IEEE International Conference on SEMANTIC COMPUTING, 8 Pages, February 2020, San Diego CA USA

2001.08730 2020-01-24 cs.CV cs.AI cs.CL cs.LG cs.MM 82%

Robust Explanations for Visual Question Answering

Badri N. Patro, Shivansh Pate, Vinay P. Namboodiri

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments WACV-2020 (Accepted)

1902.07864 2019-07-01 cs.LG cs.AI cs.CV stat.ML 82%

Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering

Ramakrishna Vedantam, Karan Desai, Stefan Lee, Marcus Rohrbach, Dhruv Batra, Devi Parikh

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments ICML 2019 Camera Ready + Appendix

1812.11737 2019-06-05 cs.CV cs.AI cs.CL cs.LG 82%

The meaning of "most" for visual question answering models

Alexander Kuhnle, Ann Copestake

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

1902.09487 2019-02-26 cs.CV cs.AI cs.CL cs.LG 82%

MUREL: Multimodal Relational Reasoning for Visual Question Answering

Remi Cadene, Hedi Ben-younes, Matthieu Cord, Nicolas Thome

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments CVPR2019 accepted paper

1808.00300 2018-08-02 cs.CV cs.AI cs.CL cs.LG cs.NE 82%

Learning Visual Question Answering by Bootstrapping Hard Attention

Mateusz Malinowski, Carl Doersch, Adam Santoro, Peter Battaglia

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments ECCV 2018

1805.09701 2018-07-23 cs.CV cs.AI cs.CL cs.LG cs.MM 82%

R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question Answering

Pan Lu, Lei Ji, Wei Zhang, Nan Duan, Ming Zhou, Jianyong Wang

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments 10 pages, 5 figures, accepted as an oral paper in SIGKDD 2018

1704.07121 2018-06-12 cs.CL cs.AI cs.CV cs.LG 82%

Being Negative but Constructively: Lessons Learnt from Creating Better Visual Question Answering Datasets

Wei-Lun Chao, Hexiang Hu, Fei Sha

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted for Oral Presentation at NAACL-HLT 2018

1711.04323 2017-11-15 cs.CV cs.AI cs.LG 82%

High-Order Attention Models for Visual Question Answering

Idan Schwartz, Alexander G. Schwing, Tamir Hazan

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments 9 pages, 8 figures, NIPS 2017

1612.00837 2017-05-16 cs.CV cs.AI cs.CL cs.LG 82%

Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering

Yash Goyal, Tejas Khot, Douglas Summers-Stay, Dhruv Batra, Devi Parikh

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

1704.08243 2017-04-27 cs.CV cs.AI cs.CL cs.LG 82%

C-VQA: A Compositional Split of the Visual Question Answering (VQA) v1.0 Dataset

Aishwarya Agrawal, Aniruddha Kembhavi, Dhruv Batra, Devi Parikh

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

1606.07356 2016-10-05 cs.CL cs.AI cs.CV cs.LG 82%

Analyzing the Behavior of Visual Question Answering Models

Aishwarya Agrawal, Dhruv Batra, Devi Parikh

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments 13 pages, 20 figures; To appear in EMNLP 2016

1608.08974 2016-09-12 cs.CV cs.AI cs.CL cs.LG 82%

Towards Transparent AI Systems: Interpreting Visual Question Answering Models

Yash Goyal, Akrit Mohapatra, Devi Parikh, Dhruv Batra

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

1608.08716 2016-09-01 cs.AI cs.CL cs.CV cs.LG 82%

Measuring Machine Intelligence Through Visual Question Answering

C. Lawrence Zitnick, Aishwarya Agrawal, Stanislaw Antol, Margaret Mitchell, Dhruv Batra, Devi Parikh

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments AI Magazine, 2016

2408.07303 2024-09-24 cs.CV cs.CL cs.LG 82%

Enhancing Visual Question Answering through Ranking-Based Hybrid Training and Multimodal Fusion

Peiyuan Chen, Zecheng Zhang, Yiping Dong, Li Zhou, Han Wang

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.LG

Comments Visual Question Answering, Rank VQA, Faster R-CNN, BERT, Multimodal Fusion, Ranking Learning, Hybrid Training Strategy

1909.09192 2019-09-23 cs.LG cs.CL cs.CV stat.ML 82%

Learning Sparse Mixture of Experts for Visual Question Answering

Vardaan Pahuja, Jie Fu, Christopher J. Pal

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted in Visual Question Answering and Dialog Workshop, CVPR 2019

1803.07724 2018-03-22 cs.CL cs.AI cs.CV 82%

Attention on Attention: Architectures for Visual Question Answering (VQA)

Jasdeep Singh, Vincent Ying, Alex Nutkiewicz

专题命中视觉问答：visual question answering(title,abstract)；分类 cs.CV、cs.AI

Comments Visual Question Answering Project

2608.18833 2026-08-20 cs.CV 新提交 81%

EVADE: Evidence-Verified Agentic Diagnosis with Escape

EVADE：带弃权机制的证据验证智能诊断方法

Mohaimenul Azam Khan Raiaan, Nur Mohammad Fahad

机构 * Monash University（莫纳什大学）； Murdoch University（默多克大学）

专题命中视觉问答：VLM(abstract,abstract_cn)；vision-language model(abstract)；grounding(abstract)；分类 cs.CV

AI总结该研究针对医学VLMs不可靠问题，提出无需训练的EVADE方法，通过跨图像视图验证一致性并引入弃权机制，在多医学VQA数据集上提升了校准度与选择性风险，同时维持了准确率。

2607.16094 2026-08-20 cs.CV 版本更新 81%

How Do VLMs Fail? Vision-Operation Misalignment in Compositional VQA

视觉语言模型如何失败？组合式视觉问答中的视觉-操作不对齐

Navya Gupta, Bingjie Xu, Avinash Anand, Timothy Liu, Zhengchen Zhang

机构 * Singapore Institute of Technology（新加坡科技学院）； NVIDIA（英伟达）

专题命中视觉问答：vision-language model(abstract)；VLM(abstract)；visual question answering(abstract)；grounding(abstract)

AI总结研究组合式视觉问答中视觉语言模型失败的机制，引入以操作为中心的框架分解失败模式，揭示四种失败模式及传播路径，表明不同失败类型需不同纠正策略，为提升模型可靠性提供基础。

Comments Accepted at ACM Multimedia 2026

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