30 open-source projects similar to lingyanruan/lakdnet, ranked by shared indexed features. Tags may describe platforms or build tools rather than the same primary purpose. Check each project’s use case, license, and deployment requirements before treating it as a replacement.
Reference github repository for the paper "Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning". We propose a single-image deblurring network that incorporates the two sub-aperture views into a multitask framework. Specifically, we show that jointly learning to predict the two DP views from a single blurry input image improves the network’s ability to learn to deblur the image. Our experiments show this multi-task strategy achieves +1dB PSNR improvement over state-of-the-art defocus deblurring methods. In addition, our multi-task framework allows a
Reference github repository for the paper "Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data". We propose a procedure to generate realistic DP data synthetically. Our synthesis approach mimics the optical image formation found on DP sensors and can be applied to virtual scenes rendered with standard computer software. Leveraging these realistic synthetic DP images, we introduce a new recurrent convolutional network (RCN) architecture that can improve defocus deblurring results and is suitable for use with single-frame and multi-frame data captured by DP sensors.
Event-based Fusion for Motion Deblurring with Cross-modal Attention (ECCV'22 Oral) https://ahupujr.github.io/EFNet/
Official implement of Fourier Priors-Guided Diffusion for Zero-Shot Joint Low-Light Enhancement and Deblurring
A. Karaali, CR. Jung, "Edge-Based Defocus Blur Estimation with Adaptive Scale Selection", IEEE Transactions on Image Processing (TIP 2018), 2018
Converting Motion blurred image to video
AIFNet: All-in-focus Image Restoration Networkusing a Light Field-based Dataset
The code and pre-trained models of the paper "Image Deblurring based on Diffusion Models" will be released in this repository.
CVPR 2023 Better “CMOS” Produces Clearer Images: Learning Space-Variant Blur Estimation for Blind Image Super-Resolution
CVPR 2024 Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring
CVPR 2019 Official TensorFlow Implementation for "Deep Defocus Map Estimation using Domain Adaptation"
CVPR 2021 Official PyTorch Implementation for "Iterative Filter Adaptive Network for Single Image Defocus Deblurring"
Dark and Bright Channel Priors Embedded Network for Dynamic Scene Deblurring
Neumann Network with Recursive Kernels for Single Image Defocus Deblurring, CVPR 2023
Xintian Mao, Yiming Liu, Fengze Liu, Qingli Li, Wei Shen and Yan Wang
Zhenxuan Fang, Fangfang Wu, Weisheng Dong, Xin Li, Jinjian Wu and Guangming Shi
ICCVW2021 An Straight Dilated Network with Wavelet for image Deblurring
CVPR 2022 Oral Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.
Models, dataset, results
Offical Pytorch Implementation of the Paper "Gyro-based Neural Single Image Deblurring"
Pytorch Implementation of CVPR19 "Deep Stacked Multi-patch Hierarchical Network for Image Deblurring"
By Hanting Chen, Yunhe Wang, Tianyu Guo, Chang Xu, Yiping Deng, Zhenhua Liu, Siwei Ma, Chunjing Xu, Chao Xu, Wen Gao. [arXiv](https://arxiv.org/abs/2012.00364)
ICCV 2021 Official Tensorflow Implementation for "Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutions"
Reference github repository for the paper "Defocus Deblurring Using Dual-Pixel Data". We introduce a deep neural network (DNN) architecture that uses the dual-pixel (DP) sub-aperture views to reduce defocus blur.