Document Understanding

General Object Foundation Model for Images and Videos at Scale

Junfeng Wu, Yi Jiang, Qihao Liu et al.

DocFormerv2: Local Features for Document Understanding

Srikar Appalaraju, Peng Tang, Qi Dong et al.

CreatiLayout: Siamese Multimodal Diffusion Transformer for Creative Layout-to-Image Generation

Hui Zhang, Dexiang Hong, Yitong Wang et al.

DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks

Jiaxin Zhang, Dezhi Peng, Chongyu Liu et al.

2382 SSMG: Spatial-Semantic Map Guided Diffusion Model for Free-Form Layout-to-Image Generation

Chengyou Jia, Minnan Luo, Zhuohang Dang et al.

M2Doc: A Multi-Modal Fusion Approach for Document Layout Analysis

Ning Zhang, Hiuyi Cheng, Jiayu Chen et al.

RoDLA: Benchmarking the Robustness of Document Layout Analysis Models

Yufan Chen, Jiaming Zhang, Kunyu Peng et al.

FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Tianyi Wei, Yifan Zhou, Dongdong Chen et al.

Knowledge-Enhanced Historical Document Segmentation and Recognition

En-Hao Gao, Yu-Xuan Huang, Wen-Chao Hu et al.

A Simple yet Effective Layout Token in Large Language Models for Document Understanding

Zhaoqing Zhu, Chuwei Luo, Zirui Shao et al.

``Principal Components" Enable A New Language of Images

Xin Wen, Bingchen Zhao, Ismail Elezi et al.

Text Grouping Adapter: Adapting Pre-trained Text Detector for Layout Analysis

Tianci Bi, Xiaoyi Zhang, Zhizheng Zhang et al.

From Elements to Design: A Layered Approach for Automatic Graphic Design Composition

Jiawei Lin, Shizhao Sun, Danqing Huang et al.

LayerD: Decomposing Raster Graphic Designs into Layers

Tomoyuki Suzuki, Kang-Jun Liu, Naoto Inoue et al.

Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding

Han Xiao, yina xie, Guanxin tan et al.

Enhancing Document Understanding with Group Position Embedding: A Novel Approach to Incorporate Layout Information

Yuke Zhu, Yue Zhang, Dongdong Liu et al.

Graph-based Document Structure Analysis

Yufan Chen, Ruiping Liu, Junwei Zheng et al.

Design Graph Guided Element Importance-Aware Layout Generation with Multi-Modality Cascade Transformer

Qiuyun Zhang, Bin Guo, Lina Yao et al.

FICGen: Frequency-Inspired Contextual Disentanglement for Layout-driven Degraded Image Generation

Wenzhuang Wang, Yifan Zhao, Mingcan Ma et al.

InstructDoc: A Dataset for Zero

Shot Generalization of Visual Document Understanding with Instructions - Ryota Tanaka, Taichi Iki, Kyosuke Nishida et al.

Referring Image Editing: Object-level Image Editing via Referring Expressions

Chang Liu, Xiangtai Li, Henghui Ding

Visual Layout Composer: Image-Vector Dual Diffusion Model for Design Layout Generation

Mohammad Amin Shabani, Zhaowen Wang, Difan Liu et al.

HRVDA: High-Resolution Visual Document Assistant

Chaohu Liu, Kun Yin, Haoyu Cao et al.

Nougat: Neural Optical Understanding for Academic Documents

Lukas Blecher, Guillem Cucurull Preixens, Thomas Scialom et al.

ADOPD: A Large-Scale Document Page Decomposition Dataset

Jiuxiang Gu, Xiangxi Shi, Jason Kuen et al.

Decomposition of Graphic Design with Unified Multimodal Model

Hui Nie, Zhao Zhang, Yutao Cheng et al.

Compositional Image Decomposition with Diffusion Models

Jocelin Su, Nan Liu, Yanbo Wang et al.

DOGR: Towards Versatile Visual Document Grounding and Referring

Yinan Zhou, Yuxin Chen, Haokun Lin et al.

A Token-level Text Image Foundation Model for Document Understanding

Tongkun Guan, Zining Wang, Pei Fu et al.

Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding

Zhaoran Zhao, Peng Lu, Anran Zhang et al.

OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations

Linke Ouyang, Yuan Qu, Hongbin Zhou et al.

Empowering LLMs to Understand and Generate Complex Vector Graphics

XiMing Xing, Juncheng Hu, Guotao Liang et al.

Document Haystacks: Vision-Language Reasoning Over Piles of 1000+ Documents

Jun Chen, Dannong Xu, Junjie Fei et al.

AutoPresent: Designing Structured Visuals from Scratch

Jiaxin Ge, Zora Zhiruo Wang, Xuhui Zhou et al.

UnZipLoRA: Separating Content and Style from a Single Image

Chang Liu, Viraj Shah, Aiyu Cui et al.

Image Intrinsic Scale Assessment: Bridging the Gap Between Quality and Resolution

Vlad Hosu, Lorenzo Agnolucci, Daisuke Iso et al.

Edicho: Consistent Image Editing in the Wild

Qingyan Bai, Hao Ouyang, Yinghao Xu et al.

LACONIC: A 3D Layout Adapter for Controllable Image Creation

Léopold Maillard, Tom Durand, Adrien RAMANANA RAHARY et al.

ADCD-Net: Robust Document Image Forgery Localization via Adaptive DCT Feature and Hierarchical Content Disentanglement

KA WONG, Jicheng Zhou, Haiwei Wu et al.

SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion

Ahmed Nassar, Matteo Omenetti, Maksym Lysak et al.

LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer

Ning Yu, Chia-Chih Chen, Zeyuan Chen et al.

Layout-Corrector: Alleviating Layout Sticking Phenomenon in Discrete Diffusion Model

Shoma Iwai, Atsuki Osanai, Shunsuke Kitada et al.

Taming CLIP for Fine-grained and Structured Visual Understanding of Museum Exhibits

Ada-Astrid Balauca, Danda Paudel, Kristina Toutanova et al.

GLIC: General Format Learned Image Compression

MingSheng Zhou, MingMing Kong

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