Cufed5

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August undefined, 2024

WebNov 3, 2024 · The CUFED5 testing set has 126 input images and each image has 4 reference images with different similarity levels. For fair comparisons, all models are trained on the training set of CUFED5. To evaluate the generalization ability, we test our model on the CUFED5 testing set, Urban100 , Manga109 , Sun80 and WR-SR . The Sun80 and … WebTo facilitate fair comparison and further research on the reference-conditioned SR problem, we propose a new dataset, named CUFED5, which provides training and testing sets …

Reference-based Image and Video Super-Resolution via C2 …

WebCUFED5 is described in detail. The results of both quanti-tative and qualitative evaluations are presented in Section 5. Finally, Section 6 concludes this paper. 2. Related Works 2.1. Deep Learning based SISR In recent years, deep learning based SISR has shown su-perior performance in terms of either PSNR or visual qual- WebThe PIRM dataset consists of 200 images, which are divided into two equal sets for validation and testing. These images cover diverse contents, including people, objects, environments, flora, natural scenery, etc. Images vary in size, and are typically ~300K pixels in resolution. This dataset was first used for evaluating the perceptual quality ... birthdates for scorpio

Sample images from the test set of CUFED5 - ResearchGate

WebJun 3, 2024 · Reference-based Super-Resolution (Ref-SR) has recently emerged as a promising paradigm to enhance a low-resolution (LR) input image by introducing an additional high-resolution (HR) reference image. Existing Ref-SR methods mostly rely on implicit correspondence matching to borrow HR textures from reference images to … WebThis paper aims to unleash the potential of RefSR by leveraging more texture details from Ref images with stronger robustness even when irrelevant Ref images are provided. … WebNov 17, 2024 · Yes! There should be 3 ref_encoderx , 3 resx, 3 fusionx, 3 decoderx, 4 fusion1x, 4 alphax and 4 aax. Each module should adds one. For CUFED5, it is 4x SR, … daniel smith essentials watercolor set

srntt-pytorch/cufed5_dataset.py at master · S …

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WebTesting Dataset (CUFED5, 233MB) Training Dataset (CUFED, 1.1GB) Training Dataset (DIV2K, 3.7GB) Results Quantitative Evaluation Qualitative Evaluation Percentage of … WebWe also extend C 2 -Matching to Reference-based Video Super-Resolution (Ref VSR) task, where an image taken in a similar scene serves as the HR reference image. Extensive experiments demonstrate that our proposed C 2 -Matching significantly outperforms state of the arts by up to 0.7dB on the standard CUFED5 benchmark and also boosts the ... birth date shirley chisholmWebJun 23, 2024 · The proposed TTSR is quantitatively evaluated on CUFED5, Sun80, Urban100, and Manga109 dataset, which is shown in Table 1. Table 1: Quantitative comparison between the proposed TTSR and other methods on different datasets. On the other hand, a user study is conducted for qualitative evaluation. The proposed TTSR … daniel smith death photo

"WebApr 14, 2024 · Quantitative and qualitative experiments on these benchmarks, i.e., CUFED5, Urban100 and Manga109, show that DSMA outperforms the state-of-the-art baselines with significant improvements. " - Cufed5

Cufed5

WebSep 24, 2024 · As shown in Table 2, results with similar levels were obtained, in which L1 to L5 are the test results from the CUFED5 datasets, where L1 is the most correlated level and L5 is the least correlated level with the best results. “LR” represents the low-resolution images of the CUFED5 datasets as a reference. Web第一项技术是图像超分辨率技术，即从低分辨率图像中恢复出自然、清晰的高分辨率图像。与先前盲猜图片细节的方法不同，我们引入一张高分辨率参考图像来指引整个超分辨率过程。高分辨率参考图像的引入，将图像超 …

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WebSep 23, 2024 · 结果表明，在标准的 CUFED5 基准上，C2-Matching 明显优于现有技术，超过 1dB。值得注意的是，它在WR-SR 数据集上也显示出它极强的泛化能力，以及对大尺度和旋转变换的鲁棒性。作者 Yuming Jiang, Kelvin C.K. Chan, Xintao Wang, Chen Change Loy, Ziwei Liu 单位南洋理工大学&腾讯PCG Web维普期中文期刊服务平台，由维普资讯有限公司出品，通过对国内出版发行的14000余种科技期刊、5600万篇期刊全文进行内容分析和引文分析，为专业用户提供一站式文献服务：全文保障，文献引证关系，文献计量分析；并以期刊产品为主线、其它衍生产品或服务做补充，方便专业用户、机构用户在 ...

WebMar 22, 2024 · Convolutional neural network (CNN) has achieved unprecedented success in image super-resolution tasks in recent years. However, the network's performance depends on the distribution of the training sets and degrades on out-of-distribution samples. This paper adopts a Bayesian approach for estimating uncertainty associated with output and … WebFeb 10, 2024 · In this paper, we mainly use CUFED5 as the training set in our experiments, it consists of a combination of 11871 training image pairs, each of which contains an original HR image and a reference image with 160 \(\times \) 160 resolution. To validate the generalization capacity of our model, we test it on three popular benchmarks: CUFED5 ...

WebThis repo includes one grounp of samples from the CUFED5 dataset, where each input image corresponds to five reference images (different from the paper) with different degrees of similarity to the input image. Please … WebOct 29, 2024 · CUFED5; Flickr1024; Download conference paper PDF 1 Introduction. Image super-resolution (SR) is an essential task in computer vision, aiming to transfer low-resolution (LR) images to their high-resolution (HR) counterparts. SR remains to be a long-standing and ill-posed problem due to the non-unique mapping between high and low …

WebThe CUration of Flickr Events Dataset (CUFED) dataset is an event curation dataset containing 1883 albums. Each album describes an event, and the event type of albums … birth dates listWebDec 19, 2024 · Extensive experiments demonstrate that our proposed C2-Matching significantly outperforms state of the arts on the standard CUFED5 benchmark and also boosts the performance of video SR by ... daniel smith extra fine watercolor setsWebJan 12, 2024 · Since we haven't cleaned code on CUFED5 yet, I uploaded the original code and pretrained model there … daniel smith extra fine watercolor chartWebDec 19, 2024 · Reference-based Super-Resolution (Ref-SR) has recently emerged as a promising paradigm to enhance a low-resolution (LR) input image or video by introducing an additional high-resolution (HR) reference image. Existing Ref-SR methods mostly rely on implicit correspondence matching to borrow HR textures from reference images to … birth dates for scorpio signWebMar 28, 2024 · The CUFED5 dataset provides five similarity levels, from the lowest (i.e., XL) to the highest (i.e., XH), depending on the content similarity between the reference and LR images. For both SISR and RefSR models, performance improvement is proportional to the level of similarity, and the best performance is obtained with the reference with the ... birthdates freeWebMay 30, 2024 · （下图）图5选取了cufed5数据集中的3个样本展示不同模型的超分辨恢复效果，每两行图片展示一个样本。注意看红色标注框内的纹理，经过对比可以发现srntt模型的视觉质量明显优于其他所有方法(包括自己的l2变种)，纹理的细致程度很高。 birth dates for sagittarius signWebThe available dataset names are {DIV2K, CUFED, CUFED5}. DIV2K and CUFED datasets can be used as train data, and CUFED5 can be used as test data. The downloaded data will be placed in ./data directory. … daniel smith farrin