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cs.CV2025

TextGuider: Training-Free Guidance for Text Rendering via Attention Alignment

Kanghyun Baek, Sangyub Lee, Jin Young Choi +6

Despite recent advances, diffusion-based text-to-image models still struggle with accurate text rendering. Several studies have proposed fine-tuning or training-free refinement met…

cs.CV2025

DCText: Scheduled Attention Masking for Visual Text Generation via Divide-and-Conquer Strategy

Jaewoo Song, Jooyoung Choi, Kanghyun Baek +3

Despite recent text-to-image models achieving highfidelity text rendering, they still struggle with long or multiple texts due to diluted global attention. We propose DCText, a tra…

cs.CV2025

Negative-Guided Subject Fidelity Optimization for Zero-Shot Subject-Driven Generation

Chaehun Shin, Jooyoung Choi, Johan Barthelemy +2

We present Subject Fidelity Optimization (SFO), a novel comparative learning framework for zero-shot subject-driven generation that enhances subject fidelity. Existing supervised f…

cs.CL2025

EdiText: Controllable Coarse-to-Fine Text Editing with Diffusion Language Models

Che Hyun Lee, Heeseung Kim, Jiheum Yeom +1

We propose EdiText, a controllable text editing method that modifies the reference text to desired attributes at various scales. We integrate an SDEdit-based editing technique that…

cs.SD2025

Does Your Voice Assistant Remember? Analyzing Conversational Context Recall and Utilization in Voice Interaction Models

Heeseung Kim, Che Hyun Lee, Sangkwon Park +4

Recent advancements in multi-turn voice interaction models have improved user-model communication. However, while closed-source models effectively retain and recall past utterances…

cond-mat.mtrl-sci2025

CNN-based TEM image denoising from first principles

Jinwoong Chae, Sungwook Hong, Sungkyu Kim +2

Transmission electron microscope (TEM) images are often corrupted by noise, hindering their interpretation. To address this issue, we propose a deep learning-based approach using s…