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Papers
MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe
CVPR 2026
Restore Text First, Enhance Image Later: Two-Stage Scene Text Image Super-Resolution with Glyph Structure Guidance
CVPR 2026
SAM2Text: Towards Prompt-Free and Multi-Resolution Video Scene Text Segmentation
CVPR 2026
Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs
CVPR 2026
TiCLS: Tightly Coupled Language Text Spotter
WACV 2026
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance
AAAI 2025
CHURRO: Making History Readable with an Open-Weight Large Vision-Language Model for High-Accuracy, Low-Cost Historical Text Recognition
EMNLP 2025
DocFusion: A Unified Framework for Document Parsing Tasks
ACL 2025
DocMatcher: Document Image Dewarping via Structural and Textual Line Matching
WACV 2025
From Chaotic OCR Words to Coherent Document: A Fine-to-Coarse Zoom-Out Network for Complex-Layout Document Image Translation
COLING 2025
GlyphSR: A Simple Glyph-Aware Framework for Scene Text Image Super-Resolution
AAAI 2025
InstructOCR: Instruction Boosting Scene Text Spotting
AAAI 2025
KITAB-Bench: A Comprehensive Multi-Domain Benchmark for Arabic OCR and Document Understanding
ACL 2025
Let’s Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Robust and Instruction-Aware ASR and OCR
ACL 2025
MIT-10M: A Large Scale Parallel Corpus of Multilingual Image Translation
COLING 2025
MSA2: Multi-task Framework with Structure-aware and Style-adaptive Character Representation for Open-set Chinese Text Recognition
ICCV 2025
NCAP: Scene Text Image Super-Resolution with Non-CAtegorical Prior
WACV 2025
Recognition-Synergistic Scene Text Editing
CVPR 2025
SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text Spotting
CVPR 2025
StyleSRN: Scene Text Image Super-Resolution with Text Style Embedding
ICCV 2025
ThaiOCRBench: A Task-Diverse Benchmark for Vision-Language Understanding in Thai
IJCNLP 2025
TVQACML: Benchmarking Text-Centric Visual Question Answering in Multilingual Chinese Minority Languages
EMNLP 2025
ADOPD: A Large-Scale Document Page Decomposition Dataset
ICLR 2024
Benchmarking Visually-Situated Translation of Text in Natural Images
EMNLP 2024
Bridging the Gap Between End-to-End and Two-Step Text Spotting
CVPR 2024