视觉大模型 / VLM

Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic Reasoning

Subin Kim, Hoonrae Kim, Heejin Do, Gary Geunbae Lee

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

Comments NAACL 2025 Main

Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model

Kuan-Chih Huang, Xiangtai Li, Lu Qi, Shuicheng Yan, Ming-Hsuan Yang

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

Comments Accepted to 3DV 2025. Project Page: https://reason3d.github.io/

RWKV-UI: UI Understanding with Enhanced Perception and Reasoning

Jiaxi Yang, Haowen Hou

专题命中 视觉推理 ：visual language model(abstract)；分类 cs.CV

Comments 10 pages, 5figures, conference

WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks

Léo Boisvert, Megh Thakkar, Maxime Gasse, Massimo Caccia, Thibault Le Sellier De Chezelles, Quentin Cappart, Nicolas Chapados, Alexandre Lacoste, Alexandre Drouin

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

Integrating LMM Planners and 3D Skill Policies for Generalizable Manipulation

Yuelei Li, Ge Yan, Annabella Macaluso, Mazeyu Ji, Xueyan Zou, Xiaolong Wang

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

ReasVQA: Advancing VideoQA with Imperfect Reasoning Process

Jianxin Liang, Xiaojun Meng, Huishuai Zhang, Yueqian Wang, Jiansheng Wei, Dongyan Zhao

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

Comments Accepted to main conference at NAACL 2025; 8 pages;

Systematic Abductive Reasoning via Diverse Relation Representations in Vector-symbolic Architecture

Zhong-Hua Sun, Ru-Yuan Zhang, Zonglei Zhen, Da-Hui Wang, Yong-Jie Li, Xiaohong Wan, Hongzhi You

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

Location-Free Scene Graph Generation

Ege Özsoy, Felix Holm, Mahdi Saleh, Tobias Czempiel, Chantal Pellegrini, Nassir Navab, Benjamin Busam

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

Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Yunzhuo Hao, Jiawei Gu, Huichen Will Wang, Linjie Li, Zhengyuan Yang, Lijuan Wang, Yu Cheng

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

Seeing Sound: Assembling Sounds from Visuals for Audio-to-Image Generation

Darius Petermann, Mahdi M. Kalayeh

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

Embodied VideoAgent: Persistent Memory from Egocentric Videos and Embodied Sensors Enables Dynamic Scene Understanding

Yue Fan, Xiaojian Ma, Rongpeng Su, Jun Guo, Rujie Wu, Xi Chen, Qing Li

专题命中 视觉推理 ：VLM(abstract)；分类 cs.CV

Comments project page: https://embodied-videoagent.github.io/

Benchmarking Large and Small MLLMs

Xuelu Feng, Yunsheng Li, Dongdong Chen, Mei Gao, Mengchen Liu, Junsong Yuan, Chunming Qiao

专题命中 视觉推理 ：LLaVA(abstract)；分类 cs.CV

World knowledge-enhanced Reasoning Using Instruction-guided Interactor in Autonomous Driving

Mingliang Zhai, Cheng Li, Zengyuan Guo, Ningrui Yang, Xiameng Qin, Sanyuan Zhao, Junyu Han, Ji Tao, Yuwei Wu, Yunde Jia

专题命中 视觉推理 ：grounding(abstract)；分类 cs.CV

Comments AAAI 2025. 14 pages. Supplementary Material

A Divide-Align-Conquer Strategy for Program Synthesis

Jonas Witt, Sebastijan Dumančić, Tias Guns, Claus-Christian Carbon

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

Comments 11 pages, 9 figures

Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Ling, Saravan Rajmohan, Dongmei Zhang, Qi Wu

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

An Agentic Approach to Automatic Creation of P&ID Diagrams from Natural Language Descriptions

Shreeyash Gowaikar, Srinivasan Iyengar, Sameer Segal, Shivkumar Kalyanaraman

专题命中 视觉推理 ：vision-language model(abstract)；分类 cs.LG

Comments Accepted at the AAAI'25 Workshop on AI to Accelerate Science and Engineering (AI2ASE)

Leveraging Retrieval-Augmented Tags for Large Vision-Language Understanding in Complex Scenes

Antonio Carlos Rivera, Anthony Moore, Steven Robinson

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

Benchmarking VLMs' Reasoning About Persuasive Atypical Images

Sina Malakouti, Aysan Aghazadeh, Ashmit Khandelwal, Adriana Kovashka

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

Piecing It All Together: Verifying Multi-Hop Multimodal Claims

Haoran Wang, Aman Rangapur, Xiongxiao Xu, Yueqing Liang, Haroon Gharwi, Carl Yang, Kai Shu

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.AI

Comments COLING 2025

Dspy-based Neural-Symbolic Pipeline to Enhance Spatial Reasoning in LLMs

Rong Wang, Kun Sun, Jonas Kuhn

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

R2G: Reasoning to Ground in 3D Scenes

Yixuan Li, Zan Wang, Wei Liang

专题命中 视觉推理 ：grounding(abstract)；分类 cs.CV

EditScout: Locating Forged Regions from Diffusion-based Edited Images with Multimodal LLM

Quang Nguyen, Truong Vu, Trong-Tung Nguyen, Yuxin Wen, Preston K Robinette, Taylor T Johnson, Tom Goldstein, Anh Tran, Khoi Nguyen

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring

Avinash Anand, Raj Jaiswal, Abhishek Dharmadhikari, Atharva Marathe, Harsh Parimal Popat, Harshil Mital, Kritarth Prasad, Rajiv Ratn Shah, Roger Zimmermann

专题命中 视觉推理 ：vision language model(abstract)；分类 cs.AI

Comments 15 pages

VisScience: An Extensive Benchmark for Evaluating K12 Educational Multi-modal Scientific Reasoning

Zhihuan Jiang, Zhen Yang, Jinhao Chen, Zhengxiao Du, Weihan Wang, Bin Xu, Jie Tang

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

Comments 89 pages, 70 figures

Slot State Space Models

Jindong Jiang, Fei Deng, Gautam Singh, Minseung Lee, Sungjin Ahn

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

Comments Accepted to NeurIPS 2024; Project page is available at https://slotssms.github.io/ ; Code is available at https://github.com/JindongJiang/SlotSSMs

3D Scene Graph Guided Vision-Language Pre-training

Hao Liu, Yanni Ma, Yan Liu, Haihong Xiao, Ying He

专题命中 视觉推理 ：grounding(abstract)；分类 cs.CV

Comments 14 pages, 8 figures, 7 tables

Abductive Symbolic Solver on Abstraction and Reasoning Corpus

Mintaek Lim, Seokki Lee, Liyew Woletemaryam Abitew, Sundong Kim

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

Comments Presented at IJCAI 2024 LNSAI Workshop

NEMO: Can Multimodal LLMs Identify Attribute-Modified Objects?

Jiaxuan Li, Junwen Mo, MinhDuc Vo, Akihiro Sugimoto, Hideki Nakayama

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

Decompose and Leverage Preferences from Expert Models for Improving Trustworthiness of MLLMs

Rui Cao, Yuming Jiang, Michael Schlichtkrull, Andreas Vlachos

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMs

Irene Huang, Wei Lin, M. Jehanzeb Mirza, Jacob A. Hansen, Sivan Doveh, Victor Ion Butoi, Roei Herzig, Assaf Arbelle, Hilde Kuehne, Trevor Darrell, Chuang Gan, Aude Oliva, Rogerio Feris, Leonid Karlinsky

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

Comments NeurIPS 2024 Camera Ready