Cover Image

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Siingh, Shikhhar, Rawat, Abhinav, Baral, Chitta, Gupta, Vivek
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

$λ$-ECLIPSE: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space
by: Patel, Maitreya, et al.
Published: (2024)

ConceptBed: Evaluating Concept Learning Abilities of Text-to-Image Diffusion Models
by: Patel, Maitreya, et al.
Published: (2023)

TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives
by: Patel, Maitreya, et al.
Published: (2024)

Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning
by: Dong, Qihua, et al.
Published: (2026)

VL-GLUE: A Suite of Fundamental yet Challenging Visuo-Linguistic Reasoning Tasks
by: Sampat, Shailaja Keyur, et al.
Published: (2024)

MMTABREAL: Real-World Benchmark for Multimodal Table Understanding
by: Titiya, Prasham, et al.
Published: (2025)

The Perceptual Observatory Characterizing Robustness and Grounding in MLLMs
by: Anvekar, Tejas, et al.
Published: (2025)

MolSight: Molecular Property Prediction with Images
by: Baranwal, Aaditya, et al.
Published: (2026)

VOILA: Evaluation of MLLMs For Perceptual Understanding and Analogical Reasoning
by: Yilmaz, Nilay, et al.
Published: (2025)

TextInVision: Text and Prompt Complexity Driven Visual Text Generation Benchmark
by: Fallah, Forouzan, et al.
Published: (2025)

Don't Blame the Annotator: Bias Already Starts in the Annotation Instructions
by: Parmar, Mihir, et al.
Published: (2022)

ActionCOMET: A Zero-shot Approach to Learn Image-specific Commonsense Concepts about Actions
by: Sampat, Shailaja Keyur, et al.
Published: (2024)

Improving Personalized Image Generation through Social Context Feedback
by: Gupta, Parul, et al.
Published: (2025)

Investigating VLM Hallucination from a Cognitive Psychology Perspective: A First Step Toward Interpretation with Intriguing Observations
by: Liu, Xiangrui, et al.
Published: (2025)

SurvAgent: Hierarchical CoT-Enhanced Case Banking and Dichotomy-Based Multi-Agent System for Multimodal Survival Prediction
by: Huang, Guolin, et al.
Published: (2025)

MMBench-GUI: Hierarchical Multi-Platform Evaluation Framework for GUI Agents
by: Wang, Xuehui, et al.
Published: (2025)

GenEscape: Hierarchical Multi-Agent Generation of Escape Room Puzzles
by: Shan, Mengyi, et al.
Published: (2025)

ChartCheck: Explainable Fact-Checking over Real-World Chart Images
by: Akhtar, Mubashara, et al.
Published: (2023)

Hierarchical Textual Knowledge for Enhanced Image Clustering
by: Zhong, Yijie, et al.
Published: (2026)

Lost in Translation? Translation Errors and Challenges for Fair Assessment of Text-to-Image Models on Multilingual Concepts
by: Saxon, Michael, et al.
Published: (2024)

AcT2I: Evaluating and Improving Action Depiction in Text-to-Image Models
by: Malaviya, Vatsal, et al.
Published: (2025)

Beyond Captioning: Task-Specific Prompting for Improved VLM Performance in Mathematical Reasoning
by: Singh, Ayush, et al.
Published: (2024)

Knowledge-Aware Reasoning over Multimodal Semi-structured Tables
by: Mathur, Suyash Vardhan, et al.
Published: (2024)

Chitranuvad: Adapting Multi-Lingual LLMs for Multimodal Translation
by: Khan, Shaharukh, et al.
Published: (2025)

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions
by: Pathiraja, Bimsara, et al.
Published: (2025)

Answering Questions in Stages: Prompt Chaining for Contract QA
by: Roegiest, Adam, et al.
Published: (2024)

TransientTables: Evaluating LLMs' Reasoning on Temporally Evolving Semi-structured Tables
by: Shankarampeta, Abhilash, et al.
Published: (2025)

Structured and Abstractive Reasoning on Multi-modal Relational Knowledge Images
by: Zhang, Yichi, et al.
Published: (2025)

On the Robustness of Language Guidance for Low-Level Vision Tasks: Findings from Depth Estimation
by: Chatterjee, Agneet, et al.
Published: (2024)

MARIC: Multi-Agent Reasoning for Image Classification
by: Seo, Wonduk, et al.
Published: (2025)

Towards Automatic Evaluation for Image Transcreation
by: Khanuja, Simran, et al.
Published: (2024)

Harnessing Synthetic Preference Data for Enhancing Temporal Understanding of Video-LLMs
by: Vani, Sameep, et al.
Published: (2025)

DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students' Hand-Drawn Math Images
by: Baral, Sami, et al.
Published: (2025)

The Side Effects of Being Smart: Safety Risks in MLLMs' Multi-Image Reasoning
by: Chen, Renmiao, et al.
Published: (2026)

ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL
by: Zhang, Yu, et al.
Published: (2025)

Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective
by: Rajput, Krishna Singh, et al.
Published: (2025)

NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models
by: Pandya, Pranshu, et al.
Published: (2024)

See, Think, Learn: A Self-Taught Multimodal Reasoner
by: Sharma, Sourabh, et al.
Published: (2025)

Joint Extraction Matters: Prompt-Based Visual Question Answering for Multi-Field Document Information Extraction
by: Loem, Mengsay, et al.
Published: (2025)

Help Me Identify: Is an LLM+VQA System All We Need to Identify Visual Concepts?
by: Sampat, Shailaja Keyur, et al.
Published: (2024)