Cover Image

Improving VQA Reliability: A Dual-Assessment Approach with Self-Reflection and Cross-Model Verification

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Xixian, Ou, Yang, Tian, Pengchao, Yang, Zian, Zhang, Jielei, Li, Peiyi, Gao, Longwen
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TextFlux: An OCR-Free DiT Model for High-Fidelity Multilingual Scene Text Synthesis
by: Xie, Yu, et al.
Published: (2025)

MX-Font++: Mixture of Heterogeneous Aggregation Experts for Few-shot Font Generation
by: Wang, Weihang, et al.
Published: (2025)

Verification Mirage: Mapping the Reliability Boundary of Self-Verification in Medical VQA
by: Jin, Ruinan, et al.
Published: (2026)

Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models
by: Wang, Weihang, et al.
Published: (2025)

High-Resolution Image Translation Model Based on Grayscale Redefinition
by: Wu, Xixian, et al.
Published: (2024)

RGC-VQA: An Exploration Database for Robotic-Generated Video Quality Assessment
by: Jin, Jianing, et al.
Published: (2025)

Light-VQA+: A Video Quality Assessment Model for Exposure Correction with Vision-Language Guidance
by: Zhou, Xunchu, et al.
Published: (2024)

Dataset Awareness is not Enough: Implementing Sample-level Tail Encouragement in Long-tailed Self-supervised Learning
by: Xiao, Haowen, et al.
Published: (2024)

VQA-Diff: Exploiting VQA and Diffusion for Zero-Shot Image-to-3D Vehicle Asset Generation in Autonomous Driving
by: Liu, Yibo, et al.
Published: (2024)

rPPG-VQA: A Video Quality Assessment Framework for Unsupervised rPPG Training
by: Dai, Tianyang, et al.
Published: (2026)

MDS-VQA: Model-Informed Data Selection for Video Quality Assessment
by: Zou, Jian, et al.
Published: (2026)

Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching
by: Xia, Qianxin, et al.
Published: (2026)

Cross-Chirality Palmprint Verification: Left is Right for the Right Palmprint
by: Gao, Chengrui, et al.
Published: (2024)

MS-YOLO: A Multi-Scale Model for Accurate and Efficient Blood Cell Detection
by: Wu, Guohua, et al.
Published: (2025)

AutoVQA-G: Self-Improving Agentic Framework for Automated Visual Question Answering and Grounding Annotation
by: Hu, Rongsheng, et al.
Published: (2026)

MISS: A Generative Pretraining and Finetuning Approach for Med-VQA
by: Chen, Jiawei, et al.
Published: (2024)

RSGMamba: Reliability-Aware Self-Gated State Space Model for Multimodal Semantic Segmentation
by: Xu, Guoan, et al.
Published: (2026)

Enhancing Video Object Segmentation in TrackRAD Using XMem Memory Network
by: Deng, Pengchao, et al.
Published: (2025)

Integrating Query-aware Segmentation and Cross-Attention for Robust VQA
by: Choi, Wonjun, et al.
Published: (2024)

Understanding Multi-Agent Reasoning with Large Language Models for Cartoon VQA
by: Wu, Tong, et al.
Published: (2026)

Learn 3D VQA Better with Active Selection and Reannotation
by: Zhou, Shengli, et al.
Published: (2025)

VQA$^2$: Visual Question Answering for Video Quality Assessment
by: Jia, Ziheng, et al.
Published: (2024)

LMM-VQA: Advancing Video Quality Assessment with Large Multimodal Models
by: Ge, Qihang, et al.
Published: (2024)

Evaluating the Impact of Post-Training Quantization on Reliable VQA with Multimodal LLMs
by: Kurz, Paul Jonas, et al.
Published: (2026)

Dual Classification Head Self-training Network for Cross-scene Hyperspectral Image Classification
by: Liu, Rong, et al.
Published: (2025)

DNTextSpotter: Arbitrary-Shaped Scene Text Spotting via Improved Denoising Training
by: Xie, Yu, et al.
Published: (2024)

DVLTA-VQA: Decoupled Vision-Language Modeling with Text-Guided Adaptation for Blind Video Quality Assessment
by: Yu, Li, et al.
Published: (2025)

PTM-VQA: Efficient Video Quality Assessment Leveraging Diverse PreTrained Models from the Wild
by: Yuan, Kun, et al.
Published: (2024)

BERT-VQA: Visual Question Answering on Plots
by: Vu, Tai, et al.
Published: (2025)

VQA-Levels: A Hierarchical Approach for Classifying Questions in VQA
by: Madaka, Madhuri Latha, et al.
Published: (2025)

EduVQA: Towards Concept-Aware Assessment of Educational AI-Generated Videos
by: Chen, Baoliang, et al.
Published: (2026)

HandVQA: Diagnosing and Improving Fine-Grained Spatial Reasoning about Hands in Vision-Language Models
by: Sayem, MD Khalequzzaman Chowdhury, et al.
Published: (2026)

Knowledge Condensation and Reasoning for Knowledge-based VQA
by: Hao, Dongze, et al.
Published: (2024)

Semantic Object-level Modeling for Robust Visual Camera Relocalization
by: Zhu, Yifan, et al.
Published: (2024)

DiffVQA: Video Quality Assessment Using Diffusion Feature Extractor
by: Chen, Wei-Ting, et al.
Published: (2025)

Causal Disentanglement-Inspired Degradation Representation Learning for Full-Reference Image Quality Assessment
by: Zhang, Zhen, et al.
Published: (2026)

A Race Bias Free Face Aging Model for Reliable Kinship Verification
by: Nazari, Ali, et al.
Published: (2025)

VQA Training Sets are Self-play Environments for Generating Few-shot Pools
by: Misiunas, Tautvydas, et al.
Published: (2024)

Sonata: Self-Supervised Learning of Reliable Point Representations
by: Wu, Xiaoyang, et al.
Published: (2025)

EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing
by: Khalid, Umar, et al.
Published: (2024)