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20242026
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cs.CV2026

MonkeyOCRv2: A Visual-Text Foundation Model for Document AI

Yuliang Liu, Zhang Li, Ziyang Zhang +11

Mainstream visual encoders are pretrained on natural images and cannot be effectively applied to document images without document-oriented adaptation, as dense text and fine-graine…

cs.CV2026

MDPBench: A Benchmark for Multilingual Document Parsing in Real-World Scenarios

Zhang Li, Zhibo Lin, Qiang Liu +7

We introduce Multilingual Document Parsing Benchmark, the first benchmark for multilingual digital and photographed document parsing. Document parsing has made remarkable strides,…

cs.CV2025

Seeing Straight: Document Orientation Detection for Efficient OCR

Suranjan Goswami, Abhinav Ravi, Raja Kolla +5

Despite significant advances in document understanding, determining the correct orientation of scanned or photographed documents remains a critical pre-processing step in the real…

cs.CV2025

OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning

Ling Fu, Zhebin Kuang, Jiajun Song +21

Scoring the Optical Character Recognition (OCR) capabilities of Large Multimodal Models (LMMs) has witnessed growing interest. Existing benchmarks have highlighted the impressive p…

cs.CV2024

Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question Answering

Hiba Maryam, Ling Fu, Jiajun Song +4

The development of Urdu scene text detection, recognition, and Visual Question Answering (VQA) technologies is crucial for advancing accessibility, information retrieval, and lingu…