Single Image Desnowing
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Benchmarks
CSD
Most implemented
Simple Baselines for Image Restoration
Restormer: Efficient Transformer for High-Resolution Image Restoration
Uformer: A General U-Shaped Transformer for Image Restoration
Exploring the potential of channel interactions for image restoration
Papers
Exploring the potential of channel interactions for image restoration
Image restoration aims to reconstruct a clear image from a degraded observation. Convolutional neural networks have achieved promising performance on this task. The usage of Transformer has recently made significant adva…
DeblurringImage DeblurringImage Defocus DeblurringImage Dehazing+5Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction
Compared to other severe weather image restoration tasks, single image desnowing is a more challenging task. This is mainly due to the diversity and irregularity of snow shape, which makes it extremely difficult to resto…
Image RestorationSingle Image DesnowingSnow RemovalSnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing
Due to various and complicated snow degradations, single image desnowing is a challenging image restoration task. As prior arts can not handle it ideally, we propose a novel transformer, SnowFormer, which explores effici…
Image RestorationSingle Image DesnowingSnow RemovalMSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing
Snow removal causes challenges due to its characteristic of complex degradations. To this end, targeted treatment of multi-scale snow degradations is critical for the network to learn effective snow removal. In order to …
Image RestorationSingle Image DesnowingSnow RemovalSSIMSimple Baselines for Image Restoration
Although there have been significant advances in the field of image restoration recently, the system complexity of the state-of-the-art (SOTA) methods is increasing as well, which may hinder the convenient analysis and c…
DeblurringDenoisingImage DeblurringImage Denoising+2TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions
Removing adverse weather conditions like rain, fog, and snow from images is an important problem in many applications. Most methods proposed in the literature have been designed to deal with just removing one type of deg…
AllDecoderImage RestorationNeural Architecture Search+4