Cover Image

Breaking the Visual Shortcuts in Multimodal Knowledge-Based Visual Question Answering

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lee, Dosung, Jung, Sangwon, Kim, Boyoung, Kim, Minyoung, Kim, Sungyeon, Sung, Junyoung, Seo, Paul Hongsuck
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Robust Image Self-Recovery against Tampering using Watermark Generation with Pixel Shuffling
by: Kim, Minyoung, et al.
Published: (2025)

ReSCORE: Label-free Iterative Retriever Training for Multi-hop Question Answering with Relevance-Consistency Supervision
by: Lee, Dosung, et al.
Published: (2025)

Spectral-Adaptive Modulation Networks for Visual Perception
by: Yun, Guhnoo, et al.
Published: (2025)

Question-Aware Gaussian Experts for Audio-Visual Question Answering
by: Kim, Hongyeob, et al.
Published: (2025)

ReTAG: Retrieval-Enhanced, Topic-Augmented Graph-Based Global Sensemaking
by: Kim, Boyoung, et al.
Published: (2025)

SEA: Evaluating Sketch Abstraction Efficiency via Element-level Commonsense Visual Question Answering
by: Park, Jiho, et al.
Published: (2026)

Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering
by: Lim, Su Hyeon, et al.
Published: (2024)

Image Diffusion Models Exhibit Emergent Temporal Propagation in Videos
by: Kim, Youngseo, et al.
Published: (2025)

MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question Answering
by: Song, Seokwon, et al.
Published: (2025)

Learning Trimodal Relation for Audio-Visual Question Answering with Missing Modality
by: Park, Kyu Ri, et al.
Published: (2024)

MedErr-CT: A Visual Question Answering Benchmark for Identifying and Correcting Errors in CT Reports
by: Kyung, Sunggu, et al.
Published: (2025)

Direct Diffusion Score Preference Optimization via Stepwise Contrastive Policy-Pair Supervision
by: Kim, Dohyun, et al.
Published: (2025)

Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering
by: Choi, Changin, et al.
Published: (2025)

Hallucination Benchmark in Medical Visual Question Answering
by: Wu, Jinge, et al.
Published: (2024)

Learning Correlation Structures for Vision Transformers
by: Kim, Manjin, et al.
Published: (2024)

Uncertainty-aware Semantic Mapping in Off-road Environments with Dempster-Shafer Theory of Evidence
by: Kim, Junyoung, et al.
Published: (2024)

Object-aware Sound Source Localization via Audio-Visual Scene Understanding
by: Um, Sung Jin, et al.
Published: (2025)

FREST: Feature RESToration for Semantic Segmentation under Multiple Adverse Conditions
by: Lee, Sohyun, et al.
Published: (2024)

QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering
by: Jung, Woojun, et al.
Published: (2026)

StableSketcher: Enhancing Diffusion Model for Pixel-based Sketch Generation via Visual Question Answering Feedback
by: Park, Jiho, et al.
Published: (2025)

Multimodal Rationales for Explainable Visual Question Answering
by: Li, Kun, et al.
Published: (2024)

Multi-Granularity Video Object Segmentation
by: Lim, Sangbeom, et al.
Published: (2024)

MonoSAOD: Monocular 3D Object Detection with Sparsely Annotated Label
by: Jung, Junyoung, et al.
Published: (2026)

Relevance-aware Multi-context Contrastive Decoding for Retrieval-augmented Visual Question Answering
by: Kim, Jongha, et al.
Published: (2026)

Visual Question Answering Instruction: Unlocking Multimodal Large Language Model To Domain-Specific Visual Multitasks
by: Lee, Jusung, et al.
Published: (2024)

Learning to Visually Localize Sound Sources from Mixtures without Prior Source Knowledge
by: Kim, Dongjin, et al.
Published: (2024)

Object Retrieval for Visual Question Answering with Outside Knowledge
by: Kan, Shichao, et al.
Published: (2024)

Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation
by: Peng, Daowan, et al.
Published: (2025)

Learning to Search: A Decision-Based Agent for Knowledge-Based Visual Question Answering
by: Chen, Zhuohong, et al.
Published: (2026)

Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering
by: Xue, Junxiao, et al.
Published: (2024)

MV-CoRe: Multimodal Visual-Conceptual Reasoning for Complex Visual Question Answering
by: Peng, Jingwei, et al.
Published: (2025)

A Visual Question Answering Method for SAR Ship: Breaking the Requirement for Multimodal Dataset Construction and Model Fine-Tuning
by: Wang, Fei, et al.
Published: (2024)

DocPrune:Efficient Document Question Answering via Background, Question, and Comprehension-aware Token Pruning
by: Choi, Joonmyung, et al.
Published: (2026)

Visual Representation Alignment for Multimodal Large Language Models
by: Yoon, Heeji, et al.
Published: (2025)

Crafting Query-Aware Selective Attention for Single Image Super-Resolution
by: Kim, Junyoung, et al.
Published: (2025)

WaymoQA: A Multi-View Visual Question Answering Dataset for Safety-Critical Reasoning in Autonomous Driving
by: Yu, Seungjun, et al.
Published: (2025)

Towards Open-Vocabulary Semantic Segmentation Without Semantic Labels
by: Shin, Heeseong, et al.
Published: (2024)

TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains
by: Kim, Yoonsik, et al.
Published: (2024)

Evidential Semantic Mapping in Off-road Environments with Uncertainty-aware Bayesian Kernel Inference
by: Kim, Junyoung, et al.
Published: (2024)

MedCFVQA: A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering
by: Ye, Shuchang, et al.
Published: (2025)