视觉大模型 / VLM

An Examination of the Compositionality of Large Generative Vision-Language Models

Teli Ma, Rong Li, Junwei Liang

专题命中 视觉推理 ：vision-language model(title,abstract)；分类 cs.CV、cs.AI

VISREAS: Complex Visual Reasoning with Unanswerable Questions

Syeda Nahida Akter, Sangwu Lee, Yingshan Chang, Yonatan Bisk, Eric Nyberg

专题命中 视觉推理 ：visual reasoning(title)；LLaVA(abstract)；分类 cs.CV、cs.AI

Comments 18 pages, 14 figures, 5 tables

Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning

Ruiqian Nai, Zixin Wen, Ji Li, Yuanzhi Li, Yang Gao

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted to AAAI-2024

Prompting Large Vision-Language Models for Compositional Reasoning

Timothy Ossowski, Ming Jiang, Junjie Hu

专题命中 视觉推理 ：vision-language model(title,abstract)；分类 cs.CV、cs.AI

Can Vision-Language Models be a Good Guesser? Exploring VLMs for Times and Location Reasoning

Gengyuan Zhang, Yurui Zhang, Kerui Zhang, Volker Tresp

专题命中 视觉推理 ：vision-language model(title,abstract)；分类 cs.CV、cs.AI

Comments Accepted to WACV 2024

ROME: Evaluating Pre-trained Vision-Language Models on Reasoning beyond Visual Common Sense

Kankan Zhou, Eason Lai, Wei Bin Au Yeong, Kyriakos Mouratidis, Jing Jiang

专题命中 视觉推理 ：vision-language model(title,abstract)；分类 cs.CV、cs.AI

Comments This is the camera-ready version of the paper that will be published in the EMNLP 2023 Findings (Singapore, 6-10 December 2023)

Multimodal Representations for Teacher-Guided Compositional Visual Reasoning

Wafa Aissa, Marin Ferecatu, Michel Crucianu

专题命中 视觉推理 ：visual reasoning(title)；visual question answering(abstract)；分类 cs.CV、cs.LG

Journal ref Advanced Concepts for Intelligent Vision Systems, 21st International Conference (ACIVS 2023), Aug 2023, Kumamoto, Japan

Multimodal Analysis Of Google Bard And GPT-Vision: Experiments In Visual Reasoning

David Noever, Samantha Elizabeth Miller Noever

专题命中 视觉推理 ：visual reasoning(title)；vision-language model(abstract)；分类 cs.CV、cs.LG

Tree-of-Mixed-Thought: Combining Fast and Slow Thinking for Multi-hop Visual Reasoning

Pengbo Hu, Ji Qi, Xingyu Li, Hong Li, Xinqi Wang, Bing Quan, Ruiyu Wang, Yi Zhou

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments 16 pages,1 figures, under review

Visual Reasoning: from State to Transformation

Xin Hong, Yanyan Lan, Liang Pang, Jiafeng Guo, Xueqi Cheng

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments Accepted by TPAMI. arXiv admin note: substantial text overlap with arXiv:2011.13160

Curriculum Learning for Compositional Visual Reasoning

Wafa Aissa, Marin Ferecatu, Michel Crucianu

专题命中 视觉推理 ：visual reasoning(title)；visual question answering(abstract)；分类 cs.CV、cs.LG

Journal ref In Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5: VISAPP, Feb 2023, Lisbon, Portugal. pp.888-897

Visual Programming: Compositional visual reasoning without training

Tanmay Gupta, Aniruddha Kembhavi

专题命中 视觉推理 ：visual reasoning(title)；visual question answering(abstract)；分类 cs.CV、cs.AI

Zero-shot visual reasoning through probabilistic analogical mapping

Taylor W. Webb, Shuhao Fu, Trevor Bihl, Keith J. Holyoak, Hongjing Lu

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

A Benchmark for Compositional Visual Reasoning

Aimen Zerroug, Mohit Vaishnav, Julien Colin, Sebastian Musslick, Thomas Serre

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Understanding the computational demands underlying visual reasoning

Mohit Vaishnav, Remi Cadene, Andrea Alamia, Drew Linsley, Rufin VanRullen, Thomas Serre

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments 26 pages, 16 figures

Journal ref Neural Computation, 2022

Grounding Complex Navigational Instructions Using Scene Graphs

Michiel de Jong, Satyapriya Krishna, Anuva Agarwal

专题命中 视觉推理 ：grounding(title)；visual question answering(abstract)；分类 cs.CV、cs.LG

Comments arXiv admin note: text overlap with arXiv:1706.07230 by other authors

Comparing Visual Reasoning in Humans and AI

Shravan Murlidaran, William Yang Wang, Miguel P. Eckstein

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Dynamic Language Binding in Relational Visual Reasoning

Thao Minh Le, Vuong Le, Svetha Venkatesh, Truyen Tran

专题命中 视觉推理 ：visual reasoning(title)；visual question answering(abstract)；分类 cs.CV、cs.LG

Comments Early version accepted by IJCAI20, Code available at https://github.com/thaolmk54/LOGNet-VQA

Meta Module Network for Compositional Visual Reasoning

Wenhu Chen, Zhe Gan, Linjie Li, Yu Cheng, William Wang, Jingjing Liu

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted to WACV 21 (Oral)

Few-shot Visual Reasoning with Meta-analogical Contrastive Learning

Youngsung Kim, Jinwoo Shin, Eunho Yang, Sung Ju Hwang

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.AI、cs.LG

Modeling Gestalt Visual Reasoning on the Raven's Progressive Matrices Intelligence Test Using Generative Image Inpainting Techniques

Tianyu Hua, Maithilee Kunda

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.LG

Few-Shot Abstract Visual Reasoning With Spectral Features

Tanner Bohn, Yining Hu, Charles X. Ling

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.LG

Comments 11 pages, 3 figures

CLEVR-Ref+: Diagnosing Visual Reasoning with Referring Expressions

Runtao Liu, Chenxi Liu, Yutong Bai, Alan Yuille

专题命中 视觉推理 ：visual reasoning(title)；visual question answering(abstract)；分类 cs.CV、cs.LG

Comments To appear in CVPR 2019. All data and code concerning CLEVR-Ref+ and IEP-Ref have been released at https://cs.jhu.edu/~cxliu/2019/clevr-ref+

Object Ordering with Bidirectional Matchings for Visual Reasoning

Hao Tan, Mohit Bansal

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments NAACL 2018 (8 pages; added pointer-ordering examples)

FiLM: Visual Reasoning with a General Conditioning Layer

Ethan Perez, Florian Strub, Harm de Vries, Vincent Dumoulin, Aaron Courville

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments AAAI 2018. Code available at http://github.com/ethanjperez/film . Extends arXiv:1707.03017

Learning Visual Reasoning Without Strong Priors

Ethan Perez, Harm de Vries, Florian Strub, Vincent Dumoulin, Aaron Courville

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.AI

Comments Full AAAI 2018 paper is at arXiv:1709.07871. Presented at ICML 2017's Machine Learning in Speech and Language Processing Workshop. Code is at http://github.com/ethanjperez/film

Inferring and Executing Programs for Visual Reasoning

Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Judy Hoffman, Li Fei-Fei, C. Lawrence Zitnick, Ross Girshick

专题命中 视觉推理 ：visual reasoning(title,abstract)；分类 cs.CV、cs.LG

Building Reasonable Inference for Vision-Language Models in Blind Image Quality Assessment

构建合理的视觉-语言模型推理以实现盲图像质量评估

Yuan Li, Zitang Sun, Yen-ju Chen, Shin'ya Nishida

机构 * Graduate School of Informatics, Kyoto University（京都大学信息学研究生院） 纠错

专题命中 视觉推理 ：vision-language model(title,journal_ref)；VLM(abstract)；分类 cs.CV

AI总结 本文提出一种两阶段调优方法，通过分离视觉感知与质量推断，提升视觉-语言模型在盲图像质量评估中的推理稳定性与可靠性。

Comments Accepted to the ICONIP (International Conference on Neural Information Processing), 2025

Journal ref Building Reasonable Inference for Vision-Language Models in Blind Image Quality Assessment. In: Taniguchi, T., et al. Neural Information Processing. ICONIP 2025. Lecture Notes in Computer Science, vol 16310. Springer, Singapore

Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation

Phillip Y. Lee, Jihyeon Je, Chanho Park, Mikaela Angelina Uy, Leonidas Guibas, Minhyuk Sung

专题命中 视觉推理 ：vision-language model(title,abstract)；分类 cs.CV；VLM(comments)

Comments Project Page: https://apc-vlm.github.io/

Can Vision Language Models Learn from Visual Demonstrations of Ambiguous Spatial Reasoning?

Bowen Zhao, Leo Parker Dirac, Paulina Varshavskaya

专题命中 视觉推理 ：vision language model(title)；vision-language model(abstract)；分类 cs.CV；VLM(comments)

Comments 13 pages, 4 figures. Code released at https://github.com/groundlight/vlm-visual-demonstrations