Cover Image

Refine and Align: Confidence Calibration through Multi-Agent Interaction in VQA

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pandey, Ayush, Bardhan, Jai, Jain, Ishita, Hebbalaguppe, Ramya S, Dhanakshirur, Rohan Raju, Vig, Lovekesh
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Curve Skeletonization in Continuous domain for Meshes and Point Clouds
by: Bardhan, Jai, et al.
Published: (2026)

Herd Mentality in Augmentation -- Not a Good Idea! A Robust Multi-stage Approach towards Deepfake Detection
by: Monu, et al.
Published: (2024)

ReMOVE: A Reference-free Metric for Object Erasure
by: Chandrasekar, Aditya, et al.
Published: (2024)

Multi-Subject Personalization
by: Jain, Arushi, et al.
Published: (2024)

Prompting without Panic: Attribute-aware, Zero-shot, Test-Time Calibration
by: Hebbalaguppe, Ramya, et al.
Published: (2025)

SmartFlow: Robotic Process Automation using LLMs
by: Jain, Arushi, et al.
Published: (2024)

OrienText: Surface Oriented Textual Image Generation
by: Paliwal, Shubham Singh, et al.
Published: (2025)

CustomText: Customized Textual Image Generation using Diffusion Models
by: Paliwal, Shubham, et al.
Published: (2024)

LoMOE: Localized Multi-Object Editing via Multi-Diffusion
by: Chakrabarty, Goirik, et al.
Published: (2024)

Persistent Robot World Models: Stabilizing Multi-Step Rollouts via Reinforcement Learning
by: Bardhan, Jai, et al.
Published: (2026)

Domain-Specific Pre-training Improves Confidence in Whole Slide Image Classification
by: Chitnis, Soham Rohit, et al.
Published: (2023)

Refine-by-Align: Reference-Guided Artifacts Refinement through Semantic Alignment
by: Song, Yizhi, et al.
Published: (2024)

Diffusion-Refined VQA Annotations for Semi-Supervised Gaze Following
by: Miao, Qiaomu, et al.
Published: (2024)

Dynamic Correlation Learning and Regularization for Multi-Label Confidence Calibration
by: Chen, Tianshui, et al.
Published: (2024)

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

Calibrated Multi-Preference Optimization for Aligning Diffusion Models
by: Lee, Kyungmin, et al.
Published: (2025)

Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming
by: Zhou, Yue, et al.
Published: (2026)

Confidence Self-Calibration for Multi-Label Class-Incremental Learning
by: Du, Kaile, et al.
Published: (2024)

DEM Refinement and Validation on the Lunar Surface Using Shape-from-Shading with Chandrayaan-2 OHRC Imagery
by: Aadi, Aaranay, et al.
Published: (2026)

DPC-VQA: Decoupling Quality Perception and Residual Calibration for Video Quality Assessment
by: Li, Xinyue, et al.
Published: (2026)

DivAS: Interactive 3D Segmentation of NeRFs via Depth-Weighted Voxel Aggregation
by: Pande, Ayush
Published: (2026)

Dynamic Orchestration of Multi-Agent System for Real-World Multi-Image Agricultural VQA
by: Ke, Yan, et al.
Published: (2025)

Pi-HOC: Pairwise 3D Human-Object Contact Estimation
by: Chittupalli, Sravan, et al.
Published: (2026)

Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation
by: Byun, Ji Young, et al.
Published: (2026)

EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement
by: Xu, Zitong, et al.
Published: (2026)

Diabetic Retinopathy Detection Using Quantum Transfer Learning
by: Jain, Ankush, et al.
Published: (2024)

Guideline-Consistent Segmentation via Multi-Agent Refinement
by: Vats, Vanshika, et al.
Published: (2025)

Pseudo-label Learning with Calibrated Confidence Using an Energy-based Model
by: Toba, Masahito, et al.
Published: (2024)

Do Pathology Foundation Models Encode Disease Progression? A Pseudotime Analysis of Visual Representations
by: Vig, Pritika, et al.
Published: (2026)

Solar potential analysis over Indian cities using high-resolution satellite imagery and DEM
by: Singla, Jai
Published: (2024)

Joint Multi-Camera LiDAR Extrinsic Calibration via Learned Pairwise Initialization and Geometric Refinement
by: Al-Najjar, Aziz, et al.
Published: (2026)

GRAM: Global Reasoning for Multi-Page VQA
by: Blau, Tsachi, et al.
Published: (2024)

When to Trust the Answer: Question-Aligned Semantic Nearest Neighbor Entropy for Safer Surgical VQA
by: Carlini, Luca, et al.
Published: (2025)

Cross-Stage Coherence in Hierarchical Driving VQA: Explicit Baselines and Learned Gated Context Projectors
by: Jain, Gautam Kumar, et al.
Published: (2026)

Confidence-Calibrating Regularization for Robust Brain MRI Segmentation Under Domain Shift
by: Khan, Behraj, et al.
Published: (2025)

Does Visual Token Pruning Improve Calibration? An Empirical Study on Confidence in MLLMs
by: Tan, Kaizhen
Published: (2026)

GAFD-CC: Global-Aware Feature Decoupling with Confidence Calibration for OOD Detection
by: Zou, Kun, et al.
Published: (2025)

On the Role of Visual Grounding in VQA
by: Reich, Daniel, et al.
Published: (2024)

Detect2Interact: Localizing Object Key Field in Visual Question Answering (VQA) with LLMs
by: Wang, Jialou, et al.
Published: (2024)

VaseVQA: Multimodal Agent and Benchmark for Ancient Greek Pottery
by: Ge, Jinchao, et al.
Published: (2025)