most citedKBNet: Kernel Basis Network for Image Restoration

35 citations · 70 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2023★ 1 cited

FlowFormer: A Transformer Architecture and Its Masked Cost Volume Autoencoding for Optical Flow

Zhaoyang Huang, Xiaoyu Shi, Chao Zhang +6

This paper introduces a novel transformer-based network architecture, FlowFormer, along with the Masked Cost Volume AutoEncoding (MCVA) for pretraining it to tackle the problem of…

cs.CV2023★ 11 cited

A Unified Conditional Framework for Diffusion-based Image Restoration

Yi Zhang, Xiaoyu Shi, Dasong Li +3

Diffusion Probabilistic Models (DPMs) have recently shown remarkable performance in image generation tasks, which are capable of generating highly realistic images. When adopting D…

cs.CV2023★ 35 cited

KBNet: Kernel Basis Network for Image Restoration

Yi Zhang, Dasong Li, Xiaoyu Shi +5

How to aggregate spatial information plays an essential role in learning-based image restoration. Most existing CNN-based networks adopt static convolutional kernels to encode spat…

cs.CV2022★ 2 cited

Learning Degradation Representations for Image Deblurring

Dasong Li, Yi Zhang, Ka Chun Cheung +3

In various learning-based image restoration tasks, such as image denoising and image super-resolution, the degradation representations were widely used to model the degradation pro…

eess.IV2022★ 3 cited

A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift

Dasong Li, Xiaoyu Shi, Yi Zhang +5

Video restoration, which aims to restore clear frames from degraded videos, has numerous important applications. The key to video restoration depends on utilizing inter-frame infor…

cs.CV2022★ 18 cited

3D Object Detection for Autonomous Driving: A Comprehensive Survey

Jiageng Mao, Shaoshuai Shi, Xiaogang Wang +1

Autonomous driving, in recent years, has been receiving increasing attention for its potential to relieve drivers' burdens and improve the safety of driving. In modern autonomous d…