activity
20202024
most citedImage Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric

31 citations · 71 across the 14 of their papers we have counts for

collaborators

14 papers

cs.CV2024

Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation

Tianfu Wang, Mingyang Xie, Haoming Cai +2

Transparent surfaces, such as glass, create complex reflections that obscure images and challenge downstream computer vision applications. We introduce Flash-Split, a robust framew…

cs.CV2024★ 1 cited

Repurposing Pre-trained Video Diffusion Models for Event-based Video Interpolation

Jingxi Chen, Brandon Y. Feng, Haoming Cai +6

Video Frame Interpolation aims to recover realistic missing frames between observed frames, generating a high-frame-rate video from a low-frame-rate video. However, without additio…

cs.CV2024

Flash-Splat: 3D Reflection Removal with Flash Cues and Gaussian Splats

Mingyang Xie, Haoming Cai, Sachin Shah +4

We introduce a simple yet effective approach for separating transmitted and reflected light. Our key insight is that the powerful novel view synthesis capabilities provided by mode…

cs.CV2024

CodedEvents: Optimal Point-Spread-Function Engineering for 3D-Tracking with Event Cameras

Sachin Shah, Matthew Albert Chan, Haoming Cai +5

Point-spread-function (PSF) engineering is a well-established computational imaging technique that uses phase masks and other optical elements to embed extra information (e.g., dep…

cs.CV2023★ 15 cited

Assessor360: Multi-sequence Network for Blind Omnidirectional Image Quality Assessment

Tianhe Wu, Shuwei Shi, Haoming Cai +4

Blind Omnidirectional Image Quality Assessment (BOIQA) aims to objectively assess the human perceptual quality of omnidirectional images (ODIs) without relying on pristine-quality…

eess.IV2022★ 8 cited

Efficient Image Super-Resolution using Vast-Receptive-Field Attention

Lin Zhou, Haoming Cai, Jinjin Gu +5

The attention mechanism plays a pivotal role in designing advanced super-resolution (SR) networks. In this work, we design an efficient SR network by improving the attention mechan…

eess.IV2022

Super-Resolution by Predicting Offsets: An Ultra-Efficient Super-Resolution Network for Rasterized Images

Jinjin Gu, Haoming Cai, Chenyu Dong +4

Rendering high-resolution (HR) graphics brings substantial computational costs. Efficient graphics super-resolution (SR) methods may achieve HR rendering with small computing resou…

cs.CV2022★ 4 cited

NTIRE 2022 Challenge on Perceptual Image Quality Assessment

Jinjin Gu, Haoming Cai, Chao Dong +2

This paper reports on the NTIRE 2022 challenge on perceptual image quality assessment (IQA), held in conjunction with the New Trends in Image Restoration and Enhancement workshop (…

cs.CV2022

Blueprint Separable Residual Network for Efficient Image Super-Resolution

Zheyuan Li, Yingqi Liu, Xiangyu Chen +4

Recent advances in single image super-resolution (SISR) have achieved extraordinary performance, but the computational cost is too heavy to apply in edge devices. To alleviate this…

cs.CV2022

NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results

Yawei Li, Kai Zhang, Radu Timofte +108

This paper reviews the NTIRE 2022 challenge on efficient single image super-resolution with focus on the proposed solutions and results. The task of the challenge was to super-reso…

eess.IV2021

NTIRE 2021 Challenge on Perceptual Image Quality Assessment

Jinjin Gu, Haoming Cai, Chao Dong +47

This paper reports on the NTIRE 2021 challenge on perceptual image quality assessment (IQA), held in conjunction with the New Trends in Image Restoration and Enhancement workshop (…

cs.CV2021★ 2 cited

Toward Interactive Modulation for Photo-Realistic Image Restoration

Haoming Cai, Jingwen He, Qiao Yu +1

Modulating image restoration level aims to generate a restored image by altering a factor that represents the restoration strength. Previous works mainly focused on optimizing the…

eess.IV2020★ 31 cited

Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric

Jinjin Gu, Haoming Cai, Haoyu Chen +3

Image quality assessment (IQA) is the key factor for the fast development of image restoration (IR) algorithms. The most recent perceptual IR algorithms based on generative adversa…

eess.IV2020★ 10 cited

PIPAL: a Large-Scale Image Quality Assessment Dataset for Perceptual Image Restoration

Jinjin Gu, Haoming Cai, Haoyu Chen +3

Image quality assessment (IQA) is the key factor for the fast development of image restoration (IR) algorithms. The most recent IR methods based on Generative Adversarial Networks…