Cover Image

OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yu, Wenwen, Yang, Zhibo, Wan, Jianqiang, Song, Sibo, Tang, Jun, Cheng, Wenqing, Liu, Yuliang, Bai, Xiang
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

OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition
by: Wan, Jianqiang, et al.
Published: (2024)

OmniParser for Pure Vision Based GUI Agent
by: Lu, Yadong, et al.
Published: (2024)

DocThinker: Explainable Multimodal Large Language Models with Rule-based Reinforcement Learning for Document Understanding
by: Yu, Wenwen, et al.
Published: (2025)

Generative Compositor for Few-Shot Visual Information Extraction
by: Yang, Zhibo, et al.
Published: (2025)

SceneParser: Hierarchical Scene Parsing for Visual Semantics Understanding
by: Xu, Pengxin, et al.
Published: (2026)

UniParser: Multi-Human Parsing with Unified Correlation Representation Learning
by: Chu, Jiaming, et al.
Published: (2023)

Infinity Parser: Layout Aware Reinforcement Learning for Scanned Document Parsing
by: Wang, Baode, et al.
Published: (2025)

Parser-Oriented Structural Refinement for a Stable Layout Interface in Document Parsing
by: Liu, Fuyuan, et al.
Published: (2026)

SparkUI-Parser: Enhancing GUI Perception with Robust Grounding and Parsing
by: Jing, Hongyi, et al.
Published: (2025)

Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought
by: Cheng, Zihui, et al.
Published: (2025)

FineParser: A Fine-grained Spatio-temporal Action Parser for Human-centric Action Quality Assessment
by: Xu, Jinglin, et al.
Published: (2024)

TextPecker: Rewarding Structural Anomaly Quantification for Enhancing Visual Text Rendering
by: Zhu, Hanshen, et al.
Published: (2026)

XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser
by: Cheng, Xianfu, et al.
Published: (2024)

CC-OCR V2: Benchmarking Large Multimodal Models for Literacy in Real-world Document Processing
by: Xu, Zhipeng, et al.
Published: (2026)

Bridging Discourse Treebanks with a Unified Rhetorical Structure Parser
by: Chistova, Elena
Published: (2025)

Infinity Parser: Layout Aware Reinforcement Learning for Scanned Document Parsing
by: Wang, Baode, et al.
Published: (2025)

MDPBench: A Benchmark for Multilingual Document Parsing in Real-World Scenarios
by: Li, Zhang, et al.
Published: (2026)

Omni-Embed-Audio: Leveraging Multimodal LLMs for Robust Audio-Text Retrieval
by: Yoo, HaeJun, et al.
Published: (2026)

Omni-Weather: A Unified Multimodal Model for Weather Radar Understanding and Generation
by: Zhou, Zhiwang, et al.
Published: (2025)

Progressive Evolution from Single-Point to Polygon for Scene Text
by: Deng, Linger, et al.
Published: (2023)

Exploring the Capabilities of Large Multimodal Models on Dense Text
by: Zhang, Shuo, et al.
Published: (2024)

OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding
by: Jiang, Songtao, et al.
Published: (2025)

LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning
by: Dai, Yifan, et al.
Published: (2026)

CreatiParser: Generative Image Parsing of Raster Graphic Designs into Editable Layers
by: Chen, Weidong, et al.
Published: (2026)

OmniThoughtVis: A Scalable Distillation Pipeline for Deployable Multimodal Reasoning Models
by: Yue, Yuanhao, et al.
Published: (2026)

L2V-CoT: Cross-Modal Transfer of Chain-of-Thought Reasoning via Latent Intervention
by: Zhan, Yuliang, et al.
Published: (2025)

MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes Benchmark
by: Shan, Bin, et al.
Published: (2024)

UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs
by: Jiang, Houcheng, et al.
Published: (2026)

ThinkOmni: Lifting Textual Reasoning to Omni-modal Scenarios via Guidance Decoding
by: Guan, Yiran, et al.
Published: (2026)

GeoFocus: Blending Efficient Global-to-Local Perception for Multimodal Geometry Problem-Solving
by: Deng, Linger, et al.
Published: (2026)

MonkeyOCR: Document Parsing with a Structure-Recognition-Relation Triplet Paradigm
by: Li, Zhang, et al.
Published: (2025)

VINO: A Unified Visual Generator with Interleaved OmniModal Context
by: Chen, Junyi, et al.
Published: (2026)

InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue
by: Tong, Wenwen, et al.
Published: (2025)

Omni-Embed-Nemotron: A Unified Multimodal Retrieval Model for Text, Image, Audio, and Video
by: Xu, Mengyao, et al.
Published: (2025)

VL-Reader: Vision and Language Reconstructor is an Effective Scene Text Recognizer
by: Zhong, Humen, et al.
Published: (2024)

Grid: Omni Visual Generation
by: Wan, Cong, et al.
Published: (2024)

Multimodal OCR: Parse Anything from Documents
by: Zheng, Handong, et al.
Published: (2026)

MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild
by: Fang, Xi, et al.
Published: (2024)

Omni Survey for Multimodality Analysis in Visual Object Tracking
by: Tang, Zhangyong, et al.
Published: (2025)

OmniGen: Unified Multimodal Sensor Generation for Autonomous Driving
by: Tang, Tao, et al.
Published: (2025)