Cover Image

VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Yuji, Liu, Wenlong, Niu, Jingxuan, Zhang, Haoji, Tang, Yansong
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

UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning
by: Bai, Sule, et al.
Published: (2025)

IteRPrimE: Zero-shot Referring Image Segmentation with Iterative Grad-CAM Refinement and Primary Word Emphasis
by: Wang, Yuji, et al.
Published: (2025)

Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning
by: Zhang, Haoji, et al.
Published: (2025)

Thinking With Bounding Boxes: Enhancing Spatio-Temporal Video Grounding via Reinforcement Fine-Tuning
by: Gu, Xin, et al.
Published: (2025)

Language-free Compositional Action Generation via Decoupling Refinement
by: Liu, Xiao, et al.
Published: (2023)

VG-CoT: Towards Trustworthy Visual Reasoning via Grounded Chain-of-Thought
by: Lim, Byeonggeuk, et al.
Published: (2026)

Ponder & Press: Advancing Visual GUI Agent towards General Computer Control
by: Wang, Yiqin, et al.
Published: (2024)

Embed-RL: Reinforcement Learning for Reasoning-Driven Multimodal Embeddings
by: Jiang, Haonan, et al.
Published: (2026)

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

DDAVS: Disentangled Audio Semantics and Delayed Bidirectional Alignment for Audio-Visual Segmentation
by: Tian, Jingqi, et al.
Published: (2025)

OmniRefiner: Reinforcement-Guided Local Diffusion Refinement
by: Liu, Yaoli, et al.
Published: (2025)

IVR-R1: Refining Trajectories through Iterative Visual-Grounded Reasoning in Reinforcement Learning
by: Li, Chenghao, et al.
Published: (2026)

$R^2$-Mesh: Reinforcement Learning Powered Mesh Reconstruction via Geometry and Appearance Refinement
by: Wang, Haoyang, et al.
Published: (2024)

ProVG: Progressive Visual Grounding via Language Decoupling for Remote Sensing Imagery
by: Li, Ke, et al.
Published: (2026)

Towards Interactive Image Inpainting via Sketch Refinement
by: Liu, Chang, et al.
Published: (2023)

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

Flash-VStream: Efficient Real-Time Understanding for Long Video Streams
by: Zhang, Haoji, et al.
Published: (2025)

PathVG: A New Benchmark and Dataset for Pathology Visual Grounding
by: Zhong, Chunlin, et al.
Published: (2025)

Sketch and Refine: Towards Fast and Accurate Lane Detection
by: Chen, Chao, et al.
Published: (2024)

Improving Visual Reasoning with Iterative Evidence Refinement
by: Shi, Zeru, et al.
Published: (2026)

LLM4VG: Large Language Models Evaluation for Video Grounding
by: Feng, Wei, et al.
Published: (2023)

TimeRefine: Temporal Grounding with Time Refining Video LLM
by: Wang, Xizi, et al.
Published: (2024)

SegVG: Transferring Object Bounding Box to Segmentation for Visual Grounding
by: Kang, Weitai, et al.
Published: (2024)

Refining Few-Step Text-to-Multiview Diffusion via Reinforcement Learning
by: Zhang, Ziyi, et al.
Published: (2025)

GeM-VG: Towards Generalized Multi-image Visual Grounding with Multimodal Large Language Models
by: Zheng, Shurong, et al.
Published: (2026)

SwimVG: Step-wise Multimodal Fusion and Adaption for Visual Grounding
by: Shi, Liangtao, et al.
Published: (2025)

AerialVG: A Challenging Benchmark for Aerial Visual Grounding by Exploring Positional Relations
by: Liu, Junli, et al.
Published: (2025)

Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs
by: Lu, Meng, et al.
Published: (2025)

HiVG: Hierarchical Multimodal Fine-grained Modulation for Visual Grounding
by: Xiao, Linhui, et al.
Published: (2024)

Hierarchical Memory for Long Video QA
by: Wang, Yiqin, et al.
Published: (2024)

Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams
by: Zhang, Haoji, et al.
Published: (2024)

CLIP-VG: Self-paced Curriculum Adapting of CLIP for Visual Grounding
by: Xiao, Linhui, et al.
Published: (2023)

UniVG: Towards UNIfied-modal Video Generation
by: Ruan, Ludan, et al.
Published: (2024)

Fully Aligned Network for Referring Image Segmentation
by: Liu, Yong, et al.
Published: (2024)

VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
by: Jiang, Dongfu, et al.
Published: (2025)

Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning
by: Zhang, Bob, et al.
Published: (2025)

Ground-R1: Incentivizing Grounded Visual Reasoning via Reinforcement Learning
by: Cao, Meng, et al.
Published: (2025)

D-FINE: Redefine Regression Task in DETRs as Fine-grained Distribution Refinement
by: Peng, Yansong, et al.
Published: (2024)

Refinement via Regeneration: Enlarging Modification Space Boosts Image Refinement in Unified Multimodal Models
by: Guo, Jiayi, et al.
Published: (2026)

Self-Calibrated CLIP for Training-Free Open-Vocabulary Segmentation
by: Bai, Sule, et al.
Published: (2024)