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20232026
most citedOne-Step Effective Diffusion Network for Real-World Image Super-Resolution

7 citations · 22 across the 16 of their papers we have counts for

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Showing 2025 · cs.CVShow all

8 papers · 2 filters

cs.CV2025

Photo3D: Advancing Photorealistic 3D Generation through Structure-Aligned Detail Enhancement

Xinyue Liang, Zhinyuan Ma, Lingchen Sun +2

Although recent 3D-native generators have made great progress in synthesizing reliable geometry, they still fall short in achieving realistic appearances. A key obstacle lies in th…

cs.CV2025

DPO-SR: Direct Perceptual Preference Optimization for Real-World Image Super-Resolution

Rongyuan Wu, Lingchen Sun, Zhengqiang Zhang +5

Benefiting from pre-trained text-to-image (T2I) diffusion models, real-world image super-resolution (Real-ISR) methods can synthesize rich and realistic details. However, due to th…

cs.CV2025

NSARM: Next-Scale Autoregressive Modeling for Robust Real-World Image Super-Resolution

Xiangtao Kong, Rongyuan Wu, Shuaizheng Liu +2

Most recent real-world image super-resolution (Real-ISR) methods employ pre-trained text-to-image (T2I) diffusion models to synthesize the high-quality image either from random Gau…

cs.CV2025

GPSToken: Gaussian Parameterized Spatially-adaptive Tokenization for Image Representation and Generation

Zhengqiang Zhang, Rongyuan Wu, Lingchen Sun +1

Effective and efficient tokenization plays an important role in image representation and generation. Conventional methods, constrained by uniform 2D/1D grid tokenization, are infle…

cs.CV2025

Fine-structure Preserved Real-world Image Super-resolution via Transfer VAE Training

Qiaosi Yi, Shuai Li, Rongyuan Wu +3

Impressive results on real-world image super-resolution (Real-ISR) have been achieved by employing pre-trained stable diffusion (SD) models. However, one critical issue of such met…

cs.CV2025

AlignCVC: Aligning Cross-View Consistency for Single-Image-to-3D Generation

Xinyue Liang, Zhiyuan Ma, Lingchen Sun +2

Single-image-to-3D models typically follow a sequential generation and reconstruction workflow. However, intermediate multi-view images synthesized by pre-trained generation models…

cs.CV2025

One-Step Diffusion for Detail-Rich and Temporally Consistent Video Super-Resolution

Yujing Sun, Lingchen Sun, Shuaizheng Liu +3

It is a challenging problem to reproduce rich spatial details while maintaining temporal consistency in real-world video super-resolution (Real-VSR), especially when we leverage pr…

cs.CV2025

InstructRestore: Region-Customized Image Restoration with Human Instructions

Shuaizheng Liu, Jianqi Ma, Lingchen Sun +2

Despite the significant progress in diffusion prior-based image restoration, most existing methods apply uniform processing to the entire image, lacking the capability to perform r…