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20242026
most citedPianoBART: Symbolic Piano Music Generation and Understanding with Large-Scale Pre-Training

6 citations · 8 across the 11 of their papers we have counts for

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10 papers · 1 filter

cs.CV2026

IMTBench: A Multi-Scenario Cross-Modal Collaborative Evaluation Benchmark for In-Image Machine Translation

Jiahao Lyu, Pei Fu, Zhenhang Li +7

End-to-end In-Image Machine Translation (IIMT) aims to convert text embedded within an image into a target language while preserving the original visual context, layout, and render…

cs.CV2025

When Eyes and Ears Disagree: Can MLLMs Discern Audio-Visual Confusion?

Qilang Ye, Wei Zeng, Meng Liu +4

Can Multimodal Large Language Models (MLLMs) discern confused objects that are visually present but audio-absent? To study this, we introduce a new benchmark, AV-ConfuseBench, whic…

cs.CV2025

TADoc: Robust Time-Aware Document Image Dewarping

Fangmin Zhao, Weichao Zeng, Zhenhang Li +2

Flattening curved, wrinkled, and rotated document images captured by portable photographing devices, termed document image dewarping, has become an increasingly important task with…

cs.CV2025

Uni-DocDiff: A Unified Document Restoration Model Based on Diffusion

Fangmin Zhao, Weichao Zeng, Zhenhang Li +4

Removing various degradations from damaged documents greatly benefits digitization, downstream document analysis, and readability. Previous methods often treat each restoration tas…

cs.CV2025

The Devil is in Fine-tuning and Long-tailed Problems:A New Benchmark for Scene Text Detection

Tianjiao Cao, Jiahao Lyu, Weichao Zeng +2

Scene text detection has seen the emergence of high-performing methods that excel on academic benchmarks. However, these detectors often fail to replicate such success in real-worl…

cs.CV2025

Visual Text Processing: A Comprehensive Review and Unified Evaluation

Yan Shu, Weichao Zeng, Fangmin Zhao +9

Visual text is a crucial component in both document and scene images, conveying rich semantic information and attracting significant attention in the computer vision community. Bey…

cs.CV2025

Beyond Flat Text: Dual Self-inherited Guidance for Visual Text Generation

Minxing Luo, Zixun Xia, Liaojun Chen +7

In real-world images, slanted or curved texts, especially those on cans, banners, or badges, appear as frequently, if not more so, than flat texts due to artistic design or layout…

cs.CV2024

First Creating Backgrounds Then Rendering Texts: A New Paradigm for Visual Text Blending

Zhenhang Li, Yan Shu, Weichao Zeng +2

Diffusion models, known for their impressive image generation abilities, have played a pivotal role in the rise of visual text generation. Nevertheless, existing visual text genera…

cs.CV2024★ 1 cited

TextCtrl: Diffusion-based Scene Text Editing with Prior Guidance Control

Weichao Zeng, Yan Shu, Zhenhang Li +2

Centred on content modification and style preservation, Scene Text Editing (STE) remains a challenging task despite considerable progress in text-to-image synthesis and text-driven…

cs.CV2024★ 1 cited

Visual Text Meets Low-level Vision: A Comprehensive Survey on Visual Text Processing

Yan Shu, Weichao Zeng, Zhenhang Li +2

Visual text, a pivotal element in both document and scene images, speaks volumes and attracts significant attention in the computer vision domain. Beyond visual text detection and…