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Papers Colorization

“Colorization” 태그가 달린 논문 367편 · 필터 해제

LUCSS: Language-based User-customized Colourization of Scene Sketches

2018-08-30 · Changqing Zou, Haoran Mo, Ruofei Du, Xing Wu 외

We introduce LUCSS, a language-based system for interactive col- orization of scene sketches, based on their semantic understanding. LUCSS is built upon deep neural networks trained via a large-scale repository of scene …

Colorization

User-Guided Deep Anime Line Art Colorization with Conditional Adversarial Networks

2018-08-09 · Yuanzheng Ci, Xinzhu Ma, Zhihui Wang, Haojie Li 외

Scribble colors based line art colorization is a challenging computer vision problem since neither greyscale values nor semantic information is presented in line arts, and the lack of authentic illustration-line art trai…

BenchmarkingColorizationLine Art Colorization

SketchyScene: Richly-Annotated Scene Sketches

2018-08-07 · ECCV 2018 9 · Changqing Zou, Qian Yu, Ruofei Du, Haoran Mo 외

We contribute the first large-scale dataset of scene sketches, SketchyScene, with the goal of advancing research on sketch understanding at both the object and scene level. The dataset is created through a novel and care…

ColorizationImage RetrievalRetrievalSemantic Segmentation+1

Pixel-level Semantics Guided Image Colorization

2018-08-05 · Jiaojiao Zhao, Li Liu, Cees G. M. Snoek, Jungong Han 외

While many image colorization algorithms have recently shown the capability of producing plausible color versions from gray-scale photographs, they still suffer from the problems of context confusion and edge color bleed…

ColorizationImage ColorizationSegmentationSemantic Segmentation

Learning Blind Video Temporal Consistency

2018-08-01 · ECCV 2018 9 · Wei-Sheng Lai, Jia-Bin Huang, Oliver Wang, Eli Shechtman 외

Applying image processing algorithms independently to each frame of a video often leads to undesired inconsistent results over time. Developing temporally consistent video-based extensions, however, requires domain knowl…

ColorizationImage-to-Image TranslationIntrinsic Image DecompositionOptical Flow Estimation+2

Deep Exemplar-based Colorization

2018-07-17 · Mingming He, Dong-Dong Chen, Jing Liao, Pedro V. Sander 외

We propose the first deep learning approach for exemplar-based local colorization. Given a reference color image, our convolutional neural network directly maps a grayscale image to an output colorized image. Rather than…

ColorizationImage RetrievalRetrieval

Vehicle Image Generation Going Well with The Surroundings

2018-07-09 · Jeesoo Kim, Jangho Kim, Jaeyoung Yoo, Daesik Kim 외

Since the generative neural networks have made a breakthrough in the image generation problem, lots of researches on their applications have been studied such as image restoration, style transfer and image completion. Ho…

ColorizationImage GenerationImage RestorationImage Segmentation+5

The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion

2018-07-04 · Michael Schmitt, Lloyd Haydn Hughes, Xiao Xiang Zhu

While deep learning techniques have an increasing impact on many technical fields, gathering sufficient amounts of training data is a challenging problem in remote sensing. In particular, this holds for applications invo…

ColorizationDeep LearningImage Colorization

Tracking Emerges by Colorizing Videos

2018-06-25 · ECCV 2018 9 · Carl Vondrick, Abhinav Shrivastava, Alireza Fathi, Sergio Guadarrama 외

We use large amounts of unlabeled video to learn models for visual tracking without manual human supervision. We leverage the natural temporal coherency of color to create a model that learns to colorize gray-scale video…

ColorizationOptical Flow EstimationSkeleton Based Action RecognitionVisual Tracking

Latent Convolutional Models

2018-06-16 · ICLR 2019 5 · ShahRukh Athar, Evgeny Burnaev, Victor Lempitsky

We present a new latent model of natural images that can be learned on large-scale datasets. The learning process provides a latent embedding for every image in the training dataset, as well as a deep convolutional netwo…

ColorizationImage Restoration

Learning on the Edge: Explicit Boundary Handling in CNNs

2018-05-08 · Carlo Innamorati, Tobias Ritschel, Tim Weyrich, Niloy J. Mitra

Convolutional neural networks (CNNs) handle the case where filters extend beyond the image boundary using several heuristics, such as zero, repeat or mean padding. These schemes are applied in an ad-hoc fashion and, bein…

ColorizationDisparity EstimationOptical Flow Estimation

Learning to Color from Language

2018-04-17 · NAACL 2018 6 · Varun Manjunatha, Mohit Iyyer, Jordan Boyd-Graber, Larry Davis

Automatic colorization is the process of adding color to greyscale images. We condition this process on language, allowing end users to manipulate a colorized image by feeding in different captions. We present two differ…

ColorizationDescriptive

Coloring with Words: Guiding Image Colorization Through Text-based Palette Generation

2018-04-11 · ECCV 2018 9 · Hyojin Bahng, Seungjoo Yoo, Wonwoong Cho, David K. Park 외

This paper proposes a novel approach to generate multiple color palettes that reflect the semantics of input text and then colorize a given grayscale image according to the generated color palette. In contrast to existin…

ColorizationImage ColorizationSentence

Mix and match networks: encoder-decoder alignment for zero-pair image translation

2018-04-06 · CVPR 2018 6 · Yaxing Wang, Joost Van de Weijer, Luis Herranz

We address the problem of image translation between domains or modalities for which no direct paired data is available (i.e. zero-pair translation). We propose mix and match networks, based on multiple encoders and decod…

ColorizationDecoderSegmentationSemantic Segmentation+2

Image Colorization with Generative Adversarial Networks

2018-03-14 · Kamyar Nazeri, Eric Ng, Mehran Ebrahimi

Over the last decade, the process of automatic image colorization has been of significant interest for several application areas including restoration of aged or degraded images. This problem is highly ill-posed due to t…

ColorizationGenerative Adversarial NetworkImage Colorization

Generating High Quality Visible Images from SAR Images Using CNNs

2018-02-27 · Puyang Wang, Vishal M. Patel

We propose a novel approach for generating high quality visible-like images from Synthetic Aperture Radar (SAR) images using Deep Convolutional Generative Adversarial Network (GAN) architectures. The proposed approach is…

ColorizationGenerative Adversarial NetworkImage ColorizationVocal Bursts Intensity Prediction

Multimodal Generative Models for Scalable Weakly-Supervised Learning

2018-02-14 · NeurIPS 2018 12 · Mike Wu, Noah Goodman

Multiple modalities often co-occur when describing natural phenomena. Learning a joint representation of these modalities should yield deeper and more useful representations. Previous generative approaches to multi-modal…

ColorizationEdge DetectionMachine TranslationTranslation+1

Learning Image Representations by Completing Damaged Jigsaw Puzzles

2018-02-06 · Dahun Kim, Donghyeon Cho, Donggeun Yoo, In So Kweon

In this paper, we explore methods of complicating self-supervised tasks for representation learning. That is, we do severe damage to data and encourage a network to recover them. First, we complicate each of three powerf…

ColorizationRepresentation LearningSemantic SegmentationTransfer Learning

Weighted Nonlocal Total Variation in Image Processing

2018-01-31 · Haohan Li, Zuoqiang Shi, Xiao-Ping Wang

In this paper, a novel weighted nonlocal total variation (WNTV) method is proposed. Compared to the classical nonlocal total variation methods, our method modifies the energy functional to introduce a weight to balance b…

BIG-bench Machine LearningClusteringColorizationImage Colorization+1

Interactive Deep Colorization With Simultaneous Global and Local Inputs

2018-01-27 · Yi Xiao, Peiyao Zhou, Yan Zheng

Colorization methods using deep neural networks have become a recent trend. However, most of them do not allow user inputs, or only allow limited user inputs (only global inputs or only local inputs), to control the outp…

Colorization
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