A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact Removal Face Restoration (FR) aims to restore High-Quality (HQ) faces from Low-Quality (LQ) input images, which is a domain-specific image restoration problem in the low-level computer vision area. The early face...
南京大学等发布人脸恢复综述文章,深度分析当前去噪、超分辨率、去模糊、伪影去除技术 A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact Removal 南京大学等机构的研究人员全面调查了人脸恢复深度学习技术的最新进展。具体地,该研究首先总结了不同的问题表述,分析了人脸图像的特征。其次,讨...
the extended StyleGAN in addition to the latent style code. We validate the effectiveness of our method using unaligned face inputs of various resolutions in a diverse set of face manipulation tasks, including facial attribute editing, super-resolution, sketch/mask-to-face translation, and face too...
首先,我们先对盲图像修复这个领域进行简单的回顾。盲图像超分(blind image super-resolution)是盲图像修复中的热门方向。代表性的工作如 Real-ESRGAN 和 BSRGAN 会选择去设计退化过程来拟合真实场景的退化,以此来达到鲁棒的修复效果。除此之外,他们还引入对抗损失来对模型进行端到端的训练,企图让修复的结果更加真实。...
Super-resolution: BSRGAN, RealESRGAN, SwinIR, VRT Interpolation: IFRNet Usage For images, run this fromPILimportImagefromsldl.imageimportImageSRimg=Image.open('test.png')sr=ImageSR('BSRGAN')# or 'SwinIR-M', 'SwinIR-L', 'BSRGANx2'# sr = sr.cuda() if you have a GPUupscaled=sr(...
Video Super-Resolution PaddleGAN/PP-MSVSR ✅ ✅ ✅ ✅ ✅ ✅ ✅ ❔ ✅ ❔ ❔ ❔ ❔ Information Extraction PaddleNLP/UIE ✅ ✅ ✅ ✅ ✅ ✅ ✅ ❔ ✅ ❔ ❔ ❔ NLP PaddleNLP/ERNIE-3.0 ✅ ✅ ✅ ✅ ✅ ✅ ✅ ❔ ❔ ❔ ✅ ❔...
盲图像超分(blind image super-resolution)是盲图像修复中的热门方向。代表性的工作如 Real-ESRGAN 和 BSRGAN 会选择去设计退化过程来拟合真实场景的退化,以此来达到鲁棒的修复效果。除此之外,他们还引入对抗损失来对模型进行端到端的训练,企图让修复的结果更加真实。虽然这些盲图像超分方法具备强大的去退化能力,但是...
introducing a pretrained Cross-Modal general Language Model (CogLM) for efficient text and image tokens prediction. When finetuned for fast super-resolution, the resulting CogView2 hierarchical text-to-image system generates images with comparable resolution and quality at spe...
在这项工作中,提出了多尺度梯度生成对抗网络(MSG-GAN),一种简单但有效的手段,通过在多个尺度上从鉴别器到生成器提供梯度。这可为高分辨率图像合成提供了一种稳定训练的方法,也可以替代常用的渐进式生长的ProGAN。作者表明MSG-GAN在不同的尺寸、分辨率和图像域的数据集,以及不同类型的损失函数和网络结构下,都可以使...
Learning Texture Transformer for Image SResolution ai2news.com/blog/18726/ 2021-01-15 简单高效!浙大CAD&腾讯&哥大开源跨尺度的Transformer,显著涨点检测、分割、分类三大CV任务! ai2news.com/blog/17214/ 2021-09-14 Facebook提出:基于视觉Transformer的图像检索 ai2news.com/blog/21268/ 2021-02-12 Transfo...