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20232026
most citedDiffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models

12 citations · 13 across the 9 of their papers we have counts for

collaborators

10 papers

cs.CV2026

EruDiff: Refactoring Knowledge in Diffusion Models for Advanced Text-to-Image Synthesis

Xiefan Guo, Xinzhu Ma, Haoxiang Ma +2

Text-to-image diffusion models have achieved remarkable fidelity in synthesizing images from explicit text prompts, yet exhibit a critical deficiency in processing implicit prompts…

cs.CV2026

CTCal: Rethinking Text-to-Image Diffusion Models via Cross-Timestep Self-Calibration

Xiefan Guo, Xinzhu Ma, Haiyu Zhang +1

Recent advancements in text-to-image synthesis have been largely propelled by diffusion-based models, yet achieving precise alignment between text prompts and generated images rema…

cs.CV2026

From Blurry to Believable: Enhancing Low-quality Talking Heads with 3D Generative Priors

Ding-Jiun Huang, Yuanhao Wang, Shao-Ji Yuan +4

Creating high-fidelity, animatable 3D talking heads is crucial for immersive applications, yet often hindered by the prevalence of low-quality image or video sources, which yield p…

cs.CV2025

ShortFT: Diffusion Model Alignment via Shortcut-based Fine-Tuning

Xiefan Guo, Miaomiao Cui, Liefeng Bo +1

Backpropagation-based approaches aim to align diffusion models with reward functions through end-to-end backpropagation of the reward gradient within the denoising chain, offering…

cs.CV2025

Ultra-High-Resolution Image Synthesis: Data, Method and Evaluation

Jinjin Zhang, Qiuyu Huang, Junjie Liu +2

Ultra-high-resolution image synthesis holds significant potential, yet remains an underexplored challenge due to the absence of standardized benchmarks and computational constraint…

cs.CV2025

PSDiffusion: Harmonized Multi-Layer Image Generation via Layout and Appearance Alignment

Dingbang Huang, Wenbo Li, Yifei Zhao +4

Transparent image layer generation plays a significant role in digital art and design workflows. Existing methods typically decompose transparent layers from a single RGB image usi…

cs.CV2025★ 12 cited

Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models

Jinjin Zhang, Qiuyu Huang, Junjie Liu +2

In this paper, we present Diffusion-4K, a novel framework for direct ultra-high-resolution image synthesis using text-to-image diffusion models. The core advancements include: (1)…

cs.CV2024

ASSR-NeRF: Arbitrary-Scale Super-Resolution on Voxel Grid for High-Quality Radiance Fields Reconstruction

Ding-Jiun Huang, Zi-Ting Chou, Yu-Chiang Frank Wang +1

NeRF-based methods reconstruct 3D scenes by building a radiance field with implicit or explicit representations. While NeRF-based methods can perform novel view synthesis (NVS) at…

cs.CV2024

I4VGen: Image as Free Stepping Stone for Text-to-Video Generation

Xiefan Guo, Jinlin Liu, Miaomiao Cui +2

Text-to-video generation has trailed behind text-to-image generation in terms of quality and diversity, primarily due to the inherent complexities of spatio-temporal modeling and t…

cs.CV2023★ 1 cited

SB-VQA: A Stack-Based Video Quality Assessment Framework for Video Enhancement

Ding-Jiun Huang, Yu-Ting Kao, Tieh-Hung Chuang +3

In recent years, several video quality assessment (VQA) methods have been developed, achieving high performance. However, these methods were not specifically trained for enhanced v…