Beyond Legibility: Benchmarking Visual Text Rendering and In-Place Editing in Unified Video Generation

arXiv:2609.36598 · cs.CV · Submitted 2026-09-29 · Read on arXiv

cs.CV

Submitted: 2026-09-29

Updated: 2026-09-30

Terminology

• Benchmark — 48× in this paper · explained in 2 episodes
• Accuracy — 38× in this paper · explained in 1 episode
• Fidelity — 29× in this paper · explained in 2 episodes
• Alignment — 17× in this paper · explained in 1 episode
• Consistency — 11× in this paper · explained in 3 episodes
• Benchmarking — 8× in this paper · explained in 3 episodes
• Conference on Computer Vision and Pattern Recognition — 5× in this paper
• Arbiter — 4× in this paper · explained in 1 episode
• Verification — 4× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Decoupling — 3× in this paper · explained in 2 episodes
• Diffusion Model — 3× in this paper · explained in 8 episodes
• Generative AI — 3× in this paper · explained in 2 episodes
• Grounding — 3× in this paper · explained in 3 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Diffusion Models — 2× in this paper · explained in 6 episodes
• Direct Preference Optimization — 2× in this paper
• Failure Modes — 2× in this paper · explained in 3 episodes
• Foundation Model — 2× in this paper · explained in 3 episodes
• Generative Model — 2× in this paper · explained in 2 episodes
• Generative Models — 2× in this paper · explained in 2 episodes
• Linear probe — 2× in this paper · explained in 2 episodes
• Prompt Adherence — 2× in this paper · explained in 2 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• ARK — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Direct Preference Optimization (DPO) — 1× in this paper · explained in 9 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Optical Flow — 1× in this paper · explained in 2 episodes
• Parameter-Efficient Fine-Tuning — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes

Sources

• Parameter-Efficient Fine-Tuning of DINOv2 for Large-Scale Font Classification
• LTX-2: Efficient Joint Audio-Visual Foundation Model
• LoRA: Low-Rank Adaptation of Large Language Models
• Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance
• InnoText: A Unified Model for Visual Text Generation and Editing
• UnrealText: Synthesizing Realistic Scene Text Images from the Unreal World
• DINOv2: Learning Robust Visual Features without Supervision
• Visual Text Processing: A Comprehensive Review and Unified Evaluation
• Gemini: A Family of Highly Capable Multimodal Models
• Wan: Open and Advanced Large-Scale Video Generative Models
• MSAVBench: Towards Comprehensive and Reliable Evaluation of Multi-Shot Audio-Video Generation
• HunyuanVideo 1.5 Technical Report
• JoyAI-Video-Edit: Real-Time Open-Ended Video Editing with Autoregressive Diffusion
• SteerVTE: Seamless Video Text Editing with Style and Glyph Control
• Beyond Coherence: Benchmarking Professional Editing-Technique Execution in Multi-Shot Audio-Video Generation
• VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness
• TextPecker: Rewarding Structural Anomaly Quantification for Enhancing Visual Text Rendering

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