Sketch dataset. rpca' and another using 'integrated.
Sketch dataset Find papers, code, benchmarks and variants of the Sketch dataset on Papers With Code. We use Chicago-Sketch dataset provided by Transportation Networks for May 2, 2019 · This paper introduces Swire, a sketch-based neural-network-driven technique for retrieving user interfaces. This data is also used for training the Sketch-RNN model. These images were originally collected from Google Image Sep 20, 2023 · You can quickly add or update image and text data using the Data tool. To verify this Dec 10, 2022 · ImageNet-Sketch consists of 50,889 black and white sketch images, 50 for each of the 1000 ImageNet classes. We construct the data set with Google Image queries "sketch of __", where __ is the standard class name. @ARTICLE{chen_sketchtrans_tpami, author={Chen, Cuiqun and Ye, Mang and Qi, Meibin Dataset Best Model Paper Code Compare; COCO-Stuff PITI See all. This dataset is a refined subset of the Hairstyle30k collection. Stroke-based semantic segmentation for scene-level free-hand sketches. In other words, how better understanding of human sketch data can be translated to insights on how Feb 24, 2022 · Face-sketch pairs of seven styles : Children's Drawing: Amateur Drawings: TOG 2023 : : ️ : With character bounding boxes, segmentation masks, and joint location Mar 6, 2012 · The dataset is available for non-commercial research purposes only. You switched accounts on another tab Sep 7, 2022 · To understand hierarchy of dataset, see Dataset directories structure below. Please use the script under data_processing folder to crawl your own images. Face 4 days ago · We generalize BERT to sketch domain, with the novel proposed components and pre-training algorithms, including the newly designed sketch embedding networks, and the self 4 days ago · Here, we are providing web-links to 61 forensic sketch-digital image pairs. This code is configured to use bicycle dataset. Generate HTML files that allow the Dec 1, 2024 · Constructing a facial sketch dataset that can accurately reflect the sketching process can significantly promote the research progress of the SLFIR problem. Note that, we take 10-time cross-validation for PKU-Sketch dataset, the dataset we offered is one of the splittings. By working with a 3. Note: it is not Aug 19, 2024 · mark dataset for sketch evaluation and propose new eval-uation metrics focusing on recognizability and simplicity. It includes 1,194 persons from the FERET database [8]. Inference. Dataset Card for Sketch Scene Descriptions Dataset used to train Sketch Scene text to image model. 3D CAD models from Borealin/sketch-dataset. It contains two types of face images: photo and sketch. Lastly, CBSC [36] emerges as the sole Automatic Sketch Colorization with reference image Topics deep-learning anime sketch illustration pytorch gan colorization image-translation image-to-image-translation line-drawing Saved searches Use saved searches to filter your results more quickly 3 days ago · Our training data (. py or sketchy_to_tfrecord. It contains 188 face sketch pairs, of which 100 pairs are randomly selected from Nov 25, 2023 · Each reference photo corresponds to multiple hand-drawn sketches. To further evaluate our method, we collect a ShapeNet-Sketch dataset containing 1,300 free-hand sketches drawn by novice users, and their corresponding 3D models. While Sar-vadevabhatla et al. Jan-10: Please download Example Sketches; Jan-10: Please download Example 3D Target Model Note: The webite hosting the dataset is no longer available. These forensic The Doodle Classifier Prepared Dataset comprises over 1 million images spanning 340 classes of doodles. Nov 2, 2021 · We ask crowd workers to sketch particular photographic objects sampled from 125 categories and acquire 75,471 sketches of 12,500 objects. It consists of a collection of natural images from 874 categories for training and validation, and sketches from 393 categories (a Sep 25, 2024 · from datasets import load_dataset dataset = load_dataset("imagenet_sketch") 通过这些生态项目，你可以更方便地进行模型训练、评估和数据处理。 ImageNet-Sketch 1 day ago · This repo contains a set of optional, extra datasets for training sketch-rnn, a generative model for vector drawings. ipynb). An open source, TensorFlow implementation of this model is available in the Magenta Project, The ultimate vision for SketchX is to understand how seeing can be explained by drawing. Jul 9, 2024 · We present a new dataset of paired images and contour drawings for the study of visual understanding and sketch generation. Mar 24, 2022 · 前言：深度学习的世界里，怎能少得了Google的身影？2017年Google提出的sketch-rnn横空出世，是学习基于深度学习的手绘草图必知必会的经典模型，其中提出的QuickDraw数据集包含了超过五千万幅手绘草图，是目前 The PKU Sketch Re-ID dataset is constructed by National Engineering Laboratory for Video Technology (NELVT), Peking University. Face Photo-Sketch Synthesis and Recognition. It consists of 2,104 image-sketch pairs spanning three types of sketch styles, image backgrounds, lighting conditions, skin colors, and Jul 23, 2024 · 3Doodle reconstructs 3D Strokes from multi-view images without sketch dataset. Each sketch is represented as a geometric constraint May 15, 2024 · The Sketch dataset contains over 20,000 sketches evenly distributed over 250 object categories. We qualitatively evaluated the proposed method using a public sketch dataset as queries. Reload to refresh your session. It includes 188 faces from the Chinese University of Hong Kong (CUHK) student database, 123 faces from the AR database 1, and Oct 14, 2024 · We advance sketch research to scenes with the first dataset of freehand scene sketches, FS-COCO. Is the dataset licensed? Yes, Anita Dataset is licensed. IEEE Transactions on Pattern Analysis and Machine Jun 20, 2024 · 该数据集主要用于图像处理和识别任务，包含草图、照片和相应的提示信息。数据集结构清晰，适用于训练模型以识别和区分 The training data is located inside the data subdirectory. rpca' and another using 'integrated. Our approach naturally Jun 11, 2018 · sketch specific traits such as stroke ordering and drawing abstraction were not accommodated for. Place the downloaded npz file(s) in data / sketch folder. Download the data here. The main method of modern criminal Due to size limitations, this repo does not contain any datasets. In the case of less data sets, please pay attention to over-fitting. YCJGG/GDH • • ECCV 2018 The generative model learns a mapping that the distributions of sketches can be Jul 13, 2021 · The research work presented in this paper aims at developing a dataset suitable for building a retrieval system for 3D CAD models based on deep learning. It includes 200persons from the FERET database, the The CUHK Face Sketch FERET (CUFSF) is a dataset for research on face sketch synthesis and face sketch recognition. The dataset is Jul 19, 2023 · I ran the ProjectData function once using 'integrated. Jan 31, 2015 · We propose a multi-scale multi-channel deep neural network framework that, for the first time, yields sketch recognition performance surpassing that of humans. /Data/photos and . The resulting recognition Sketches equivalent of ImageNet validation data set. SketchyCOCO AODB (full) See all. We collect the first large-scale user interface sketch dataset from the Jun 5, 2023 · in the dataset; (4) each sketch in the dataset (including both storyboard sketches and keyframe sketches) depicts multiple foreground instances and iconic background 10 hours ago · author={Li, Ke and Pang, Kaiyue and Song, Jifei and Song, Yi Zhe and Xiang, Tao and Hospedales, Timothy M and Zhang, Honggang}, Item 1 Sketch Perceptual grouper training and inference code--PG_RNN_train. SketchGNN Dataset with 21K+ images pair of person face photos and sketches. By default we’ll show random data from your data source. We evaluate this approach on six manipulation skills Dec 19, 2024 · Synthetic CAD sketch-extrude dataset 的构建基于自动化生成流程，利用 Python CadQuery 库生成了一百万个多样化的 CAD 草图-拉伸序列。该数据集通过随机参数化草图-拉 Dataset-A has 58,696 computer-generated sketches of the 3D CAD models across 68 categories of MCB. We informally captured two style We treat an input stroke-based sketch as a graph, with nodes representing the sampled points along input strokes and edges encoding the stroke structure information. The 347 sketches each had a category Generating Sketch Faces from Text Descriptions: Dataset and Algorithm Abstract: Sketching, as a form of painting, is widely used to pursue fugitives. OK, Got it. 5 days ago · CUHK Face Sketch database (CUFS) is for research on face sketch synthesis and face sketch recognition. We use variants to distinguish between results evaluated on slightly different versions of the same A PyTorch Implementation for Sketch Triplet Networks - jjkislele/SketchTriplet May 2, 2019 · SHREC 2014 - Extended Large Scale Sketch-Based 3D Shape Retrieval . make_sketch_dataset and sketchgraphs. Almost all sketch categories from the four datasets are covered in Im4Sketch. npz file. The dataset includes 40 different hairstyles, each represented by a detailed and a May 10, 2023 · AStro dataset was collected to support Deep Learning techniques for interactive drawing media by learning from unlabeled media samples. It is the largest publicly released FSS dataset, consisting of 2,104 (1,058+1,046) Oct 21, 2021 · (2021, July 03) This is the repository for the ‘CADSketchNet’ Dataset, associated with the paper ‘CADSketchNet’ - An Annotated Sketch dataset for 3D CAD Model Retrieval Apr 29, 2022 · Moreover, we introduce the first medium-scale dataset termed WildSketch for unconstrained face sketch synthesis. It includes 188 faces from the Chinese University of Hong Kong A dataset for 2D pose estimation of anime/manga images. - bennyguo/sketch2model Sketch-Color Alignment: Anita Dataset contains sketch-color pairs exported directly from engineering files. Disclaimer: This database consists of images collected from the internet. The following scripts will loop through a dataset, and then output the results (reconstructed images, sketches, and captions) into the recon_examples/ Users interested in working with the raw data may wish to inspect sketchgraphs. The animations Dataset with about 9000 images containing 5 types of arts. Wang and X. We only search within SketchGraphs is a dataset of 15 million sketches extracted from real-world CAD models intended to facilitate research in both ML-aided design and geometric program induction. 1k次，点赞4次，收藏8次。本文介绍了ECCV 2022发布的text-sketch-image数据集FS-COCO，包含10,000幅非专业人士绘制的场景草图，每个草图都有文本 Mar 31, 2021 · Dataset Bias and Sketch Segmentation Q1:Dataset Bias 作者对数据集中foreground 类中目标的不同角度做了统计分析，发现存在相当程度的不均现象 由于foreground Jul 3, 2017 · et al. For further Two Sketch Diffusion Papers in ICLR’23! January 21, 2023; Three Sketch Papers in ECCV’22! July 5, 2022; Five Sketch papers in CVPR’22! March 1, 2022; One Sketch paper in ICLR’22! February 1, 2022; Fine-Grained Visual Analysis SketchyScene is a large-scale dataset of scene sketches to advance research on sketch understanding at both the object and scene level. Kaggle uses cookies from Google to deliver and PyTorch implementation of Sketch2Model: View-Aware 3D Modeling from Single Free-Hand Sketches, CVPR2021. You switched accounts on another tab Oct 1, 2022 · We advance sketch research to scenes with the first dataset of freehand scene sketches, FS-COCO. In this repo, I've included kanji. [14], they proposed Sketch-a-Net, a different type of CNN that is customizable towards sketches. Each one shows the frontal view of a face of one out of 23 different test persons. You can generate a 3D mesh from a SketchyCOCO dataset consists of two parts: Object-level data Object-level data contains $20198(train18869+val1329)$ triplets of {foreground sketch, foreground image, foreground draw together with a recurrent neural network model Nov 20, 2020 · Sketching or doodling is a popular creative activity that people engage in. The Sketchy database gives us fine-grained associations between particular Contribute to hankunbo/Make-Sketch-dataset development by creating an account on GitHub. You can learn more about the model by reading this blog Oct 18, 2009 · The dataset consists of 1521 gray level images with a resolution of 384x286 pixels. USketch is a web-driven tool for crowdsourcing the SketchyScene dataset. 4k次，点赞3次，收藏8次。SketchyDatabase是一个大规模的素描照片配对数据集，包含75471幅草图，用于训练跨域卷积网络进行细粒度检索。数据集提供PNG Sep 10, 2014 · We develop a bag-of-features sketch representation and use multi-class support vector machines, trained on our sketch dataset, to classify sketches. This repo contains two pixiv datasets: "colored-sketch pairs" and "popular pixiv images" - pixiv_dataset/README. md at master · jerryli27/pixiv_dataset Implementation for Text + Sketch: Image Compression at Ultra Low Rates. This dataset contains 800 pairs of highly-aligned face 3 days ago · 实验证明，在Market-Sketch-1K数据集上，实验效果大幅超过现有跨模态重识别模型。利用Market-Sketch-1K数据集进行预训练，能在PKU-Sketch上提高22%平均精度，说明研 Aug 21, 2017 · Deep Sketch Hashing: Fast Free-hand Sketch-Based Image Retrieval; by Li Liu, Fumin Shen, Yuming Shen, Xianglong Liu and Ling Shao; to be presented on CVPR 2017 spotlight section. - taivu1998/GANime May 2, 2021 · Welcome to SketchGraphs’ documentation!¶ SketchGraphs is a dataset of 15 million sketches extracted from real world CAD models intended to facilitate research in ML CUHK Face Sketch Database (CUFS) is for research on face sketch synthesis. We used representative sketches as queries. However, you can toggle off the Insert Data at Sep 3, 2022 · 文章浏览阅读1. Random samples: Random 10 Random 50 Random 100; Range (from 1-1000): Start End. If you want to build tfrecord files from images, run flickr_to_tfrecord. This repository contains code to: Download images from the Internet and process them. Dataset-B has 801 hand-drawn sketches of the 3D CAD models across 42 categories May 2, 2022 · 文章浏览阅读1. ShoeV2 is a dataset of 2,000 photos and 6648 sketches of shoes. cpkl which is a preprocessed array of KanjiVG characters. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. CUHK Face Sketch database (CUFS) is for research on face sketch synthesis and face sketch recognition. Skip to content. In this dataset, there are 1,000 outdoor images and each is paired with 5 human drawings (5,000 Oct 21, 2021 · (2021, July 03) This is the repository for the ‘CADSketchNet’ Dataset, associated with the paper ‘CADSketchNet’ - An Annotated Sketch dataset for 3D CAD Model Retrieval with Deep Neural Networks. /Data/sketches) comes from CUHK face sketch dataset [1]. The Google QuickDraw Dataset is a collection of The provided code runs, however, there are a few "to-do" items to correctly match the official implementation: Encoder LSTM: I have not yet implemented recurrent dropout and layer For PKU-Sketch dataset, just use the existing files for evaluation. To Dataset: * Model name: * Metric name: * Higher is better (for the metric) Metric value: * Uses extra training data The superiority of explicitly abstracting sketch representation is empirically TU-Berlin Sketch Dataset. You can Jan 12, 2022 · Notes. Photos of each person were captured during daytime by two cross-view cameras. ImageNet-Sketch data set consists of 50000 images, 50 images for each of the 1000 ImageNet This github repository consists of the scripts we used to conduct query and clean images. Total 1,194 Generative Domain-Migration Hashing for Sketch-to-Image Retrieval. Sourced from the Quick, Draw! dataset, it features grayscale images of hand-drawn Mar 14, 2024 · Despite its simplicity, SketchINR outperforms existing representations at multiple tasks: (i) Encoding an entire sketch dataset into a fixed size latent vector, SketchINR gives Sep 12, 2024 · SketchGraphs：在计算机辅助设计中建模关系几何的大规模数据集 SketchGraphs是从现实CAD模型中提取的1500万个草图的数据集，旨在促进ML辅助设计和几 Nov 24, 2024 · Our dataset covers 23 categories, 9759 CAD models in B-Rep format, 33300 real freehand sketches, and 35873 synthetic sketches. Dataset with 21K+ images pair of person face photos and sketches. "flying bird" and "standing bird") or because Oct 2, 2024 · hand scene sketch dataset, offering both vector storage for-mat and stroke-level class annotations, but it is not publicly available. Our network on the Nov 9, 2016 · Qualitative study using a sketch dataset. Test $ python test. CUHK Face Sketch Database (CUFS) is for research on face sketch synthesis. py Jan 11, 2025 · By leveraging convolution operators in combination with efficient use of our proposed dataset, we are able to train our sketch simplification model. By building connections between the sketch and the refer 5 days ago · In this example, we demonstrate how UXsim can be used for huge-scale simulation in metropolitan area. g. Kaggle uses cookies from The benchmarks section lists all benchmarks using a given dataset or any of its variants. Rather than sampling all cells with uniform probability, we compute and sample based off a ‘leverage score’ for each cell, Oct 11, 2024 · We train RT-Sketch on a dataset of paired trajectories and corresponding synthetically generated goal sketches. The number of categories is currently set to 40 (see folder names in /tu-train) in order to reduce training time (about 15 minutes). The dataset [20] they evaluated on is also arguable too small to truly show This is official implementation of the paper "Semi-supervised Reference based sketch extraction using a contrastive learning framework" - Chanuku/Semi_ref2sketch_code. It is constructed from Google Image queries and manually cleaned and augmented. The dataset is designed for fine-grained sketch Anime-sketch-dataset A Anime-sketch-dataset Star 0 Project ID: 95 1 Commit 1 Branch 0 Tags 动漫草图数据集制作与模型训练 Read more Find file Code Clone with SSH Clone with HTTPS References If you use the CUFSF database, please cite as: X. Learn more. Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. We are not responsible Jun 24, 2024 · Contribute to di-huang/THU-CAD-Freehand-Sketch-Dataset development by creating an account on GitHub. full' and I cannot visually tell a difference between the results so it could just Oct 1, 2024 · The Pseudo-Sketch dataset provides rich information for sketch Re-ID even when there is still a gap between a pseudo sketch image and a real sketch image. (2) Designing Sketch-RNN QuickDraw Dataset. Each category consists of 70 Amateur Drawings is a dataset collected via the public demo of Animated Drawings, containing over 178,000 amateur drawings and corresponding user-accepted character bounding boxes, Aug 24, 2024 · Dataset. This work focuses on fast Aug 23, 2023 · This repository contains the Pytorch implementation of Deep Sketch-Based Modeling: Tips and Tricks, including binary mask prediction and 3D shape reconstruction. py --name_weight [weight_file] \ --name_data examples \ --direction a2b \ --cuda Jun 4, 2020 · 目录 数据集简介 数据集读取和使用 下载方式 项目主页 代码地址 百度网盘下载地址 测试数据集划分 数据集简介 Sketchy数据集是第一个大规模的素描照片配对数据集。在数据集 May 27, 2022 · SketchHairSalon: Deep Sketch-based Hair Image Synthesis To train these networks, we present a new dataset containing thousands of annotated hair sketch-image Aug 31, 2021 · We elaborately build a new high-quality Facial Sketch Synthesis (FSS) dataset, termed FS2K. 8M sketch dataset, we show that state-of-the-art hashing models specifically engineered for static images fail to perform well on temporal sketch data. We use variants to distinguish between results evaluated on slightly different versions of the same Aug 14, 2023 · Our proposed MaSk1K (Short for Market-Sketch-1K) dataset is available here. In this dataset, there are 1,000 outdoor images Sep 10, 2014 · We develop a bag-of-features sketch representation and use multi-class support vector machines, trained on our sketch dataset, to classify sketches. There is a link to download npz files in Sketch-RNN QuickDraw Dataset section of the readme. To add a new set of training data, for example, May 7, 2021 · This paper introduces the LoFi sketch dataset, an open-access dataset of hand- Read More. We select a subset (‘sketch’) of 50,000 cells (out of 1. We exclude 27 classes of the TU-Berlin dataset in order to either avoid class conflicts (e. ImageNet-Sketch数据集简介 数据集概况 ImageNet-Sketch数据集包含50000张图片，每个ImageNet类别有50张图片。我们使用Google图像搜索"sketch of __"构建数据集，其中__是标 Nov 25, 2024 · SketchyCOCO [19] is a large-scale freehand sketch dataset collected from diverse datasets such as SketchyScene [36], Tu-Berlin [37], QuickDraw [34], and COCO-Stuff [48]. Scribble AODB (full) See all In this paper, we explore open-domain sketch-to-photo Oct 1, 2021 · A sketch dataset of computer-generated query images, called ‘CADSketchNet’, has been built using the available 3D CAD models from the MCB dataset and the ESB dataset. With practical applications in mind, we collect sketches that convey well Dec 25, 2024 · Synthetic CAD sketch-extrude dataset 是 卢森堡大学 发布的数据集,于 2024-12-19 首发在 arXiv 应用于 CAD设计、逆向工程 领域 五号数据雷达: 发现数据价值，追踪要素活力 Dec 16, 2021 · About file structures of our ShapeNet-Sketch dataset, please see the dataset definition in data/shapenet_sketch_dataset. A deep learning program that automatically generates colorized anime characters based on sketch drawings. Jun 13, 2019 · Sketch：1、西安电子科大-VIPSLVIPSL Database is for research on face sketch‐photo synthesis and recognition. Sketches equivalent of ImageNet validation data set. The dataset contains 200 persons, each of which has Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. pipeline. You can find detailed usage instructions for training and Apr 18, 2019 · 一、主要内容： 提出一个基于GAN的交互式sketch-to-image的方法。二、功能： 由部分轮廓的草图和条件向量生成完整的图片。（如下图所示） 图中，灰色是算法推荐生成的 The dataset is designed for fine-grained sketch-based image retrieval. py If Dec 13, 2021 · ShapeNet-Sketch Dataset. SketchEPM can be easily expanded using 魏鑫 Anime-sketch-dataset Issue Boards This dataset contains 200 persons, each of which has one sketch and two photos. 3M). The resulting recognition ImageNet-Sketch data set consists of 50000 images, 50 images for each of the 1000 ImageNet classes. The resulting recognition Oct 14, 2024 · Photo-Sketch is the largest existing dataset of text-captioned images paired with sketches at partial stages of completion. The raw images (or video PACS is an image dataset for domain generalization. ImageNet-Sketch is a dataset of 50,889 sketches, one for each of the 1000 ImageNet classes. Our superior FS2K is a high-quality Facial Sketch Synthesis (FSS). We advance sketch research to scenes with the first dataset of freehand scene We present a fine-grained Freehand Face Sketch dataset that features various hairstyles. See benchmarks, tasks, and papers using this dataset. All images of the dataset are obtained from the Internet which are not property of us. Tang. Download the dataset and Market1501 attributes from here, and put it into your <data_path>. rpca. With practical applications in mind, we collect sketches that convey well scene content but can be sketched within a Saved searches Use saved searches to filter your results more quickly May 10, 2021 · USketch. To boost the efficiency of human creators, we devised a customary, web-based Understanding semantic intricacies and high-level concepts is essential in image sketch generation, and this challenge becomes even more formidable when applied to the domain of You signed in with another tab or window. py. The dataset is available on In addition to the QuickDraw dataset, you can train the model on any dataset, but please pay attention to organizing the dataset into vector format and packaging it into . Abstract While free-hand sketching has long served as an efficient representation to convey Jan 7, 2025 · Sketch re-identification (Re-ID) aims to retrieve pedestrian photo in the gallery dataset by a query sketch drawn by professionals. The dataset is created through a novel and ‘Sketch’ a subset of cells, and load these into memory. However, this dataset is 1) restricted to sketches of Jul 9, 2024 · We present a new dataset of paired images and contour drawings for the study of visual understanding and sketch generation. However, most existing work in automatic sketch understanding or generation has focused on You signed in with another tab or window. Sep 10, 2014 · We develop a bag-of-features sketch representation and use multi-class support vector machines, trained on our sketch dataset, to classify sketches. [7] used two popular CNN architec-tures We go a step further to use these sketches as the training dataset for a Generative Adversarial Network and develop a model which can generate colored sketches from unseen images (Sketch_gan. A dataset of over 20,000 sketches of 250 object categories for classification and continual learning tasks. We have prepared many datasets that work out of the box with Sketch-RNN. . Oct 27, 2023 · This paper also presents a systematic dataset comprising 374 specialized sketch types, and proposes a simultaneous recognition and segmentation architecture with multilevel CUHK Face Sketch FERET Database (CUFSF) is for research on face sketch synthesis and face sketch recognition. You signed out in another tab or window. Sketch Dataset Viewer. . It consists of four domains, namely Photo (1,670 images), Art Painting (2,048 images), Cartoon (2,344 images) and Sketch (3,929 Jul 9, 2024 · Online viewer for the contour drawing dataset. make_sequence_dataset to view our data processing Im4Sketch is a large-scale dataset with shape-oriented set of classes for image-to-sketch generalization . The sketch Re-ID task has not been Apr 29, 2022 · ducted on the TU-Berlin sketch dataset [12] and the exper-imental results show that our SketchNet can significantly improve the performance of sketch classification by intro The benchmarks section lists all benchmarks using a given dataset or any of its variants. Quickdraw [1] is a hand-drawn sketch dataset collected by Google through the online game Quick, Draw!, Contribute to ccq195/SketchTrans development by creating an account on GitHub.
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