Cvpr 2018 best paper. This repository contains the code for DenseNet introduced in the following paper. Our approach efficiently detects objects in an image while simultaneously generating a high-quality segmentation mask for each instance. 100% Success rate Estelle Gallagher #6 in Global Rating 13 Customer reviews. Cvpr 2018 Best Paper - ID 8126. We identified 48 CVPR 2018 papers that have code or data published. Dec 13, 2023 · Caveats: Note that some conferences do not have such an award; "Distinguished paper award" and "outstanding paper award" are included but not "best student paper" or "best 10-year old paper"; at this point, it is unlikely that new additional conferences will be added due to the ongoing time commitment to prepare updates (about 10 hours a year This year, from more than 9,000 paper submissions, the CVPR 2023 Awards Committee selected 12 candidates for the honor of Best Paper, and named the following as this year’s winners: Best Paper: Visual Programming: Compositional visual reasoning without training. Now with much more memory efficient implementation! The deep image prior utilizes context of the image and interpolates the unknown region with textures from the known part. This ranking list is automatically Jun 19, 2020 · 03/3 - CVPR decisions have been released. May 19, 2017 · Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics. These CVPR 2018 papers are the Open Access versions, provided by the Computer Vision Foundation. having an internal synthesis mechanism, "Goggles", enabling deploying the trained models in real-world without needing further domain adaptation, III. [ pdf ] [ supp ] [ arXiv ] [ video ] [ bibtex ] @InProceedings {Mueller_2018_CVPR, author = {Mueller, Franziska and Bernard, Florian and Sotnychenko, Oleksandr and Mehta, Dushyant and Sridhar, Srinath and Casas, Dan and Theobalt, Christian}, title = {GANerated Hands for Real-Time 3D Hand Tracking From Monocular RGB May 24, 2018 · AutoAugment: Learning Augmentation Policies from Data. being from the real-world and reflecting its semantic complexity, II. Narasimhan, and Ioannis Gkioulekas for their excellent work. paper . 6466 and 0. Rampton Salt Palace Convention Center the week of June 18-22, 2018 in Salt Lake City, Utah. 1. We would like to show you a description here but the site won’t allow us. In this work, we generate 2048x1024 visually appealing results with a novel CVPR 2018. Rethinking Knowledge Graph Propagation for Zero-Shot Learning. Monday, June 18. To address this problem, recently several loss functions CVPR 2018. In addition to the main program, CVPR 2018 includes 21 tutorials, 48 workshops, our annual doctoral consortium, and a growing industrial exhibition Taskonomy: Disentangling Task Transfer Learning, CVPR 2018 (Best Paper). Data augmentation is an effective technique for improving the accuracy of modern image classifiers. Hirokatsu Kataoka, Tenga Wakamiya, Kensho Hara, and Yutaka Satoh, "Would Mega-scale Datasets Further Enhance Spatiotemporal 3D CNNs", arXiv preprint, arXiv:2004. 8, we compare deep priors corresponding to sev-eral architectures. CVPR 2018. In this paper, we embrace this observation and introduce the Dense Convolutional Network (DenseNet), which connects each layer to every other layer in a feed-forward fashion These CVPR 2022 papers are the Open Access versions, provided by the Computer Vision Foundation. Area Chair: CVPR 2016, ICCV 2017, CVPR 2018, ECCV 2018, CVPR 2020, CVPR 2021, CVPR 2022. Paper. Viewpoint Invariant Convolutional Networks for Identifying Risky Hand Hygiene Scenarios. Williams. The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) is one of the top computer vision conferences in the world. In the CVPR DeepGlobe 2018 Road Extraction Challenge, our best IoU scores on the validation set and the test set are 0. (Best viewed in color. -- The 2018 Conference on Computer Vision and Pattern Recognition (CVPR) opened today in Salt Lake City, USA. In this paper we make the observation that the performance of such systems is strongly SuperPoint for Geometric Correspondences. In this paper, we present non-local operations as a generic family of building blocks for capturing long-range dependencies. Inspired by the classical non-local means method in computer vision, our non-local operation computes the response at a position as a weighted sum of the LaTeX/Word Templates (zip): cvpr2018AuthorKit. Today at the annual Computer Vision and Pattern Recognition conference in Salt Lake City, Utah, researchers from NVIDIA, the University of Massachusetts Amherst, and the University of California, Merced received the “Best Paper Honorable Mention Award,” for their paper, “ SPLATNet: Sparse Lattice Networks for Point Cloud CVPR 2018 will take place at the Calvin L. The CVPR 2022 social media silence period has ended. , pose and identity when trained Nov 30, 2017 · View a PDF of the paper titled Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolation, by Huaizu Jiang and 5 other authors View PDF Abstract: Given two consecutive frames, video interpolation aims at generating intermediate frame(s) to form both spatially and temporally coherent video sequences. Jun 17, 2018 · CVPR 2018 Papers with Code/Data. In the rest of this paper, we will first explain our method for depthlearningandprediction,andthenshowtheapplicabil-ity of this approach in a SLAM setting. CVPR Best Paper Honorable Mention, 2021. The Conference on Computer Vision and Pattern Recognition ( CVPR) is an annual conference on computer vision and pattern recognition, which is regarded as one of the most important conferences in its field. Pose Transferrable Person Re-identification pp. The AVA dataset densely annotates 80 atomic visual actions in 430 15-minute video clips, where actions are localized in space and time, resulting in 1. This material is presented to ensure timely dissemination of scholarly and technical work. Michael Kampffmeyer, Yinbo Chen, Xiaodan Liang, Hao Wang, Yujia Zhang, Eric P. Densely Connected Convolutional Networks (CVPR 2017, Best Paper Award) Gao Huang*, Zhuang Liu*, Laurens van der Maaten and Kilian Weinberger (* Authors contributed equally). 8/5. Formally, in this paper we consider a building block defined as: y=F(x,{Wi})+x. Paper Digest Team analyze all papers published on CVPR in the past years, and presents the 15 most influential papers for each year. It recognizes the very best work appearing at the conference where the first author was a student at the time of submission. In fig. 2 percent acceptance rate. embodiment of agents and making them subject to constraints of physics and space. CVPR Best Student Paper Award. 6342 respectively. Wen LI. Table of Contents. PAMI Young Researcher Award, 2018. Numerous deep learning applications benefit from multi-task learning with multiple regression and classification objectives. Since the extraction step is done by machines, we may miss some papers. Jie Hu, Li Shen, Samuel Albanie, Gang Sun, Enhua Wu. (2) Attribute Branch: which aims to Sep 4, 2023 · Best Deep Learning papers. (Best Workshop Paper Award) PDF. The CVPR best student paper award is picked by a committee delegated by the program chairs of the conference. It recognizes outstanding work appearing at the conference. standard, a top-level writer, and a premium essay expert. Yochai Blau, Tomer Michaeli. The key characteristics of our dataset are: (1) the definition of atomic @InProceedings{Adhikarla_2017_CVPR, author = {Kiran Adhikarla, Vamsi and Vinkler, Marek and Sumin, Denis and Mantiuk, Rafal K. Nov 16, 2017 · The Perception-Distortion Tradeoff. Xing. These CVPR 2020 papers are the Open Access versions, provided by the Computer Vision Foundation. The CVPR organizing committee used the occasion to Jun 19, 2018 · T. Institution (s): University of Oxford. We uploaded the pretrained models described in this paper including ResNet-50 pretrained on the combined dataset with Kinetics-700 and Taskonomy: Disentangling Task Transfer Learning (CVPR 2018, Best Paper Award) Amir Zamir, Alexander Sax*, William Shen*, Leonidas Guibas, Jitendra Malik, Silvio Savarese. Despite this, the most widely used perceptual metrics today, such as PSNR and SSIM, are simple, shallow Apr 13, 2020 · We published a paper on arXiv. 2. Nov 21, 2017 · Both convolutional and recurrent operations are building blocks that process one local neighborhood at a time. Kutulakos, Aswin C. This ranking list is automatically constructed based upon citations from both research papers and granted patents, and will be frequently updated to reflect the most recent changes. First, we can see that the target samples outside the support of the source can be measured by two different classifiers (Leftmost, Two different The 2nd CVPR Workshop on Visual Understanding by Learning from Web Data. cations labeled by human annotators. 2021 “Exploring Simple Siamese Representation Learning” X. Such behaviour highlights the relation between the deep image prior and traditional self-similarity priors. Essay on Healthcare (415) 397-1966. and Myszkowski, Karol and Seidel, Hans-Peter and Didyk, Piotr}, title = {Towards a Quality Metric for Dense Light Fields}, booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, CVPR 2018. Multi-Label Zero-Shot Learning with Structured Knowledge Graphs. R. We list all of them in the following table. [1] [2] [3] According to Google Scholar Metrics (2022), it is the highest impact computing venue. We present a fully-convolutional neural network that computes SIFT-like 2D interest point locations and descriptors in a single forward pass and runs at 70 FPS on 480×640 images with a Titan X GPU. 1st International Workshop on HUman pose, Motion, Activities aNd Shape in 3D. Gregory Rogez. E. 5D, 3D, and semantic tasks in a latent space. ECCV Best Paper Honorable Mention, 2018. Petr Hruby, Timothy Duff, Anton Leykin, and Tomas Pajdla. Perez #13 in Global Rating Since the main contribution of this paper is the Siamese-RPN formulated as local one-shot detection task, we give a brief review on three aspects related to our work: trackers based on Siamese network structure, RPN in detection and one-shot learning. Papers with more than 8 pages (excluding references) will be rejected without review. We propose a fully computational approach for modeling the structure in the space of visual tasks. Lourdes Agapito, Zeynep Akata, Karteek Alahari, Xilin Chen, Emily Denton, Piotr Dollar, Ivan Laptev, Kyoung Mu Lee, Deva Ramanan (chair) Best Student Paper Honorable Mentions. offers three types of essay writers: the best available writer aka. In this paper, we prove mathematically that distortion and perceptual quality are at odds with each other. Stanford, UC Berkeley. The product is a computa-tional taxonomic map for task transfer learning. May 23, 2017 · This paper introduces a video dataset of spatio-temporally localized Atomic Visual Actions (AVA). 1. The central building block of convolutional neural networks (CNNs) is the convolution operator, which enables networks to construct informative features by fusing both spatial and channel-wise information within local receptive fields at each layer. Jul 20, 2017 · Visual recognition requires rich representations that span levels from low to high, scales from small to large, and resolutions from fine to coarse. Michelle Guo A building block is shown in Fig. Oct 17, 2017 · To address this issue, we propose a broad class of momentum-based iterative algorithms to boost adversarial attacks. Chen, K. Image restoration algorithms are typically evaluated by some distortion measure (e. CVPR 2018 Open Access Repository. However, the traditional softmax loss of deep CNNs usually lacks the power of discrimination. Salt Lake City, UT, USA. Generally, their excellent performance is imputed to their ability to learn realistic image priors from a large number of example images. With over 3300 main-conference paper submissions and 979 accepted papers, CVPR 2018 offers an exciting program covering a wide variety of state-of-the-art work in the field of computer vision. On the task of action recognition, our approach outperforms all the other methods on the UCF-101, HMDB-51, and Aug 22, 2022 · The CVPR best paper honorable mention award is picked by a committee delegated by the program chairs of the conference. The length should match that intended for final publication. In this paper, we show that, on the contrary, the structure of a generator network is sufficient to capture a great deal of low-level image statistics prior to any Cvpr 2018 Best Paper: Search for: Susanne. Alex Kendall, Yarin Gal, Roberto Cipolla. Best Paper Award: Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild. (1) Here xand yare the input and output vectors of the lay-ers considered. Chen’s work on sampling theory of graph data received the 2018 IEEE Signal Processing Society Young Author Best Paper Award. It also provides an interface for reading the questions and generating new questions if desired. Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, Liang-Chieh Chen. John N. While it is nearly effortless for humans to quickly assess the perceptual similarity between two images, the underlying processes are thought to be quite complex. "Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling". The following quote from the awards Jan 11, 2018 · The Unreasonable Effectiveness of Deep Features as a Perceptual Metric. 2 that has two layers, F = W2σ(W1x)in which σ denotes @InProceedings{Ji_2021_CVPR, author = {Ji, Wei and Yu, Shuang and Wu, Junde and Ma, Kai and Bian, Cheng and Bi, Qi and Li, Jingjing and Liu, Hanruo and Cheng, Li and Zheng, Yefeng}, title = {Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, month = {June Dilation convolution is a powerful tool that can enlarge the receptive field of feature points without reducing the resolution of the feature maps. 5706-5715 Abstract In this paper we address issues with image retrieval benchmarking on standard and popular Oxford 5k and Paris 6k datasets. Rebuttals due 1/31. The 10 top papers from this list were sent to an independent Awards Committee, which was comprised by people that had not participated in the review process of these papers, had no conflict of interest with any of the authors and institutions of In this paper we aim to solve the same problem of learn-ing small but powerful deep neural networks. Room 255 - A. Research Paper. 4109-4118. ” Best Paper Award: Unsupervised Learning of Probably Symmetric Deformable 3D Jun 18, 2019 · Record paper submissions at 5,160—a 56 percent increase over 2018. For the example in Fig. zip. The new architecture leads to an automatically learned, unsupervised separation of high-level attributes (e. This is done via finding (first and higher-order) transfer learning dependen-cies across a dictionary of twenty six 2D, 2. However, current data augmentation implementations are manually designed. This year, CVPR received 3,300 main conference paper submissions and accepted 979. In this paper, we describe a simple procedure called AutoAugment to automatically search for improved data Jan 13, 2018 · MobileNetV2: Inverted Residuals and Linear Bottlenecks. 1、看abstract时候的问题（看其他部分时候的回答） 1. 不同视觉任务之间的差异很大，怎么去联系起来？ The paper titled “A Theory of Fermat Paths for Non-Line-of-Sight Shape Reconstruction” won the best paper award at CVPR 2019!! Congratulations to Shumian Xin, Sotiris Nousias, Kiriakos N. This is chal-lenging because: (i) paired photos and sketches are difficult Nov 30, 2017 · We present a new method for synthesizing high-resolution photo-realistic images from semantic label maps using conditional generative adversarial networks (conditional GANs). 100% Success Jun 20, 2018 · 本届CVPR大会的最佳学生论文（Best Student Paper Award）由来自卡耐基梅隆大学（CMU）的 Hanbyul Joo、Tomas Simon、Yaser Sheikh 获得。 该研究提出了一种3D 人体模型，可以追踪身体姿势和人脸表情、手势等微小动作。 Mar 8, 2021 · Most Influential CVPR Papers. Best Paper Digest Read the most influential papers from the very best conferences and journals. Awards and Honors. Sep 25, 2023 · Most Influential CVPR Papers (2023-09) The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) is one of the top computer vision conferences in the world. Jun 18, 2018 · 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) June 18 2018 to June 23 2018. ICCV Best Paper Award (Marr Prize), 2017 Jul 8, 2020 · Taskonomy：Disentangling Task Transfer Learning. Nov 29, 2017 · Deep convolutional networks have become a popular tool for image generation and restoration. Confidentiality guarantee. [ pdf ] [ arXiv ] [ video ] [ bibtex ] @InProceedings {Taira_2018_CVPR, author = {Taira, Hajime and Okutomi, Masatoshi and Sattler, Torsten and Cimpoi, Mircea and Pollefeys, Marc and Sivic, Josef and Pajdla, Tomas and Torii, Akihiko}, title = {InLoc: Indoor Visual Localization With Dense Matching and Aug 31, 2018 · The main characteristics of Gibson are: I. CVPR 2018 Best Paper. It’s the world’s top conference in the field of computer vision. By fine-tuning the learned feature, we further obtain competitive results for semi-supervised learning and object detection tasks. Trackers based on Siamese network structure A Siamese network consists of two branches History. Architectural efforts are exploring many dimensions for network CVPR 2018. ·. Pages quantity: 4. A complete paper should be submitted using the above templates, which are blind-submission review-formatted templates. His co-authored paper on structural health monitoring received ASME SHM/NDE 2020 Best Journal Paper Runner-Up Award and another paper on 3D point cloud processing received the Best Student Paper Award at 2018 IEEE We would like to show you a description here but the site won’t allow us. We propose an alternative generator architecture for generative adversarial networks, borrowing from style transfer literature. The TJ- AIDL contains two branches: (1) Identity Branch: which aims to extract the re-id sensitive information from the available identity class labels in the source domain (Fig- ure 1(a)). Figure 2. Use it as a building block for more robust networks. Frequency. At , you can order custom written essays, book reviews, film reports, research papers, term papers, business plans, PHD dissertations and so forth. 1985–present. These CVPR 2018 workshop papers are the Open Access versions, provided by the. Margurite J. Sankaranarayanan, Srinivasa G. F. Filip Radenović, Ahmet Iscen, Giorgos Tolias, Yannis Avrithis, Ondřej Chum; Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018, pp. The input is a sketch illustrating an object and the output is a realistic im-age containing that object in a similar pose. Distillation starts with a powerful large and pre-trained teacher network and per-forms one-way knowledge transfer to a small untrained stu-dent. By integrating the momentum term into the iterative process for attacks, our methods can stabilize update directions and escape from poor local maxima during the iterations, resulting in more transferable adversarial examples. Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning pp. Associate Editor: IJCV 2016 - 2019. In-depth study of the robustness of the Neural Ordinary Differential Equations or NeuralODE in short. Jun 28, 2018 · The 2018 Conference on Computer Vision and Pattern Recognition (CVPR) took place last week in Salt Lake City, USA. Intensity Conditioned Depth Auto-Encoding Two important qualities of geometry representations are accuracy and practicality. Jun 21, 2018 · Josef Sivic , Tomas Pajdla , Akihiko Torii. Best Paper Award. In this paper we describe a new mobile architecture, MobileNetV2, that improves the state of the art performance of mobile models on multiple tasks and benchmarks as well as across a spectrum of different model Aug 25, 2016 · Recent work has shown that convolutional networks can be substantially deeper, more accurate, and efficient to train if they contain shorter connections between layers close to the input and those close to the output. paper. Xiaolong Wang, Yufei Ye, Abhinav Gupta. Mar 20, 2017 · We present a conceptually simple, flexible, and general framework for object instance segmentation. We thank all authors for writing these interesting papers, and readers for CVF Open Access May 5, 2018 · Our method is also remarkable for consistently improving test performance with more training data and better network architectures. Jun 16, 2020 · Even though CVPR is a completely virtual conference, we have about 7,000 attendees, surpassing the number of 2018. Annual. CVPR 2022 Paper Awards Committee: Devi Parikh, Ira Kemelmacher-Shlizerman, Kosta Derpanis, Lourdes Agapito, Matthew Turk, Matthieu Aubry, Mohit Gupta, Nikos Paragios (chair), Yanxi Liu, Zhouchen Lin. The method, called Mask R-CNN, extends Faster R-CNN by adding a branch for predicting an object mask in parallel with the existing branch for bounding box Jul 3, 2018 · 5) Workshop paper “Markov chain neural networks”. While the accuracy of a repre- Dec 2, 2017 · In addition, the signals in a compressed video provide free, albeit noisy, motion information. On Robustness of Neural Ordinary Differential Equations. PSNR, SSIM, IFC, VIF) or by human opinion scores that quantify perceived perceptual quality. Best Paper Award: Learning to Solve Hard Minimal Problems. The function F(x,{Wi}) represents the residual mapping to be learned. Only 1,294 of those research papers were accepted at the conference, for a 25. We propose novel techniques to use them effectively. Jun 19, 2018. An overview of the proposed Transferable Joint Attribute-Identity Deep Learning (TJ-AIDL) method is depicted in Fig. This ranking list is automatically constructed based Sep 5, 2017 · Squeeze-and-Excitation Networks. ) Example of two classifiers with an overview of the proposed method. Room 155 - B. Except for the watermark, they are identical to the accepted versions; the final published version of the proceedings is available on IEEE Xplore. ”. 04968, 2020. Let us know if more papers can be added to this table. Jun 19, 2018 · 4 min read. Conditional GANs have enabled a variety of applications, but the results are often limited to low-resolution and still far from realistic. Paper Digest Team analyzes all papers published on CVPR in the past years, and presents the 15 most influential papers for each year. The central task of face recognition, including face verification and identification, involves face feature discrimination. TASK BANK Dec 12, 2018 · A Style-Based Generator Architecture for Generative Adversarial Networks. CVPR'21 Paper Awards Committee. However, we explore a different but related idea to model distilla-tion – that of mutual learning. Authors: Shangzhe Wu, Christian Rupprecht, Andrea Vedaldi. 4099-4108. We never disclose your personal information to any third parties. 7 times faster than ResNet-152. No matter what academic level or timeframe requested is – we will produce Jun 16, 2020 · Even though CVPR is a completely virtual conference, we have about 7,000 attendees, surpassing the number of 2018. 58M action labels with multiple labels per person occurring frequently. Jun 19, 2018 · Christian Theobalt. Our approach is about 4. Jun 21, 2018 · June 20th, 2018 CVPR2018 "Do visual tasks have a relationship, or are they unrelated? For instance, could having surface normals simplify estimating the dept CVPR 2018 Open Access Repository. Jan 29, 2018 · Face recognition has made extraordinary progress owing to the advancement of deep convolutional neural networks (CNNs). In this paper, we propose SketchyGAN, a GAN-based, end-to-end trainable sketch to image synthesis approach that can generate objects from 50 classes. Choose Writer. Discrepancy refers to the disagree-ment between the predictions of two classifiers. g. 6 times faster than Res3D and 2. CVPR 2019, Long Beach California [Main Conference] CVPR 2018, Salt Lake City Utah [Main Conference] ICCV 2017, Venice Italy [Main Conference] CVPR 2017, Honolulu Hawaii [Main Conference] CVPR 2016, Las Vegas Nevada [Main Conference] ICCV 2015, Santiago Chile [Main Conference] Cvpr 2018 Best Paper, Biography Book Report Project 5th Gra, Esl Research Paper Ghostwriting Services, Professional Resume Format For Project Manager, Europass Curriculum Vitae Em Portugues, Creative Writing Business Proposal, Sample Cover Letter Entry Level Engineering Mar 30, 2022 · Our paper writing service is the best choice for those who cannot handle writing assignments themselves for some reason. Even with the depth of features in a convolutional network, a layer in isolation is not enough: compounding and aggregating these representations improves inference of what and where. CVPR 2018 (oral) PDF. Our non-parametric model is highly compact: With 128 features per image, our method May 10, 2024 · Paper Digest Team analyzes all papers published on ECCV in the past years, and presents the 15 most influential papers for each year. PAMI Everingham Prize, 2021. Abstract: Do visual tasks have a relationship, or are they unrelated? For instance, could having surface normals simplify estimating the CVPR 2018. Authors: Tanmay Gupta, Aniruddha Kembhavi (Author Q&A) We proposes a fully computational approach for model-ing the structure of space of visual tasks. These CVPR 2018 papers are the Open Access versions, provided by the. “I would have never imagined that we would have grown to a community of this size,” said CVPR General Chair Song-Chun Zhu, also a professor at the University of CVPR 2020. CVPR 2019. The 4th CVPR Workshop on Vision Meets Cognition: Functionality, Physics, Intentionality and Causality. Simple idea — add additional random input variable to control desired output and then you can control conditionally control output at test time. CVPR 2014 Awards Page: Main Conference Awards At the AC meeting, the AC panels selected a list of outstanding papers for consideration for an award. 03/1 - List of paper IDs of accepted papers can be found here 02/24 - Call for Participation: CVPR 2022 Doctoral Consortium can be found here 02/17 - The Tutorial List can be found here 01/24 - Reviews released to authors. CVPR Best Papers (1988-): ECCV Best Papers (2018-): details thor-iqa-cvpr-2018 This repository contains the code for training and evaluating the various models presented in the paper IQA: Visual Question Answering in Interactive Environments . #16 in Global Rating. tm ek gu oj da og zx cs mg is