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Image Matting

19 papers with code · Computer Vision

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Background Matting: The World is Your Green Screen

CVPR 2020 senguptaumd/Background-Matting

To bridge the domain gap to real imagery with no labeling, we train another matting network guided by the first network and by a discriminator that judges the quality of composites.

IMAGE MATTING

3,305
01 Apr 2020

$F$, $B$, Alpha Matting

17 Mar 2020MarcoForte/FBA-Matting

Cutting out an object and estimating its opacity mask, known as image matting, is a key task in many image editing applications.

IMAGE MATTING

139
17 Mar 2020

Natural Image Matting via Guided Contextual Attention

13 Jan 2020Yaoyi-Li/GCA-Matting

Inspired by affinity-based method and the successes of contextual attention in inpainting, we develop a novel end-to-end approach for natural image matting with a guided contextual attention module, which is specifically designed for image matting.

IMAGE MATTING

158
13 Jan 2020

Context-Aware Image Matting for Simultaneous Foreground and Alpha Estimation

ICCV 2019 hqqxyy/Context-Aware-Matting

Our method employs two encoder networks to extract essential information for matting.

DATA AUGMENTATION IMAGE MATTING

76
20 Sep 2019

Non-Causal Tracking by Deblatting

15 Sep 2019rozumden/tbd

Tracking by Deblatting stands for solving an inverse problem of deblurring and image matting for tracking motion-blurred objects.

DEBLURRING IMAGE MATTING

2
15 Sep 2019

Index Network

11 Aug 2019poppinace/indexnet_matting

By viewing the indices as a function of the feature map, we introduce the concept of "learning to index", and present a novel index-guided encoder-decoder framework where indices are self-learned adaptively from data and are used to guide the downsampling and upsampling stages, without extra training supervision.

GRAYSCALE IMAGE DENOISING IMAGE DENOISING IMAGE MATTING MONOCULAR DEPTH ESTIMATION SCENE SEGMENTATION

192
11 Aug 2019

Indices Matter: Learning to Index for Deep Image Matting

ICCV 2019 poppinace/indexnet_matting

We show that existing upsampling operators can be unified with the notion of the index function.

IMAGE MATTING

192
02 Aug 2019

A Late Fusion CNN for Digital Matting

CVPR 2019 yunkezhang/FusionMatting

This paper studies the structure of a deep convolutional neural network to predict the foreground alpha matte by taking a single RGB image as input.

IMAGE MATTING

109
01 Jun 2019

Intra-frame Object Tracking by Deblatting

9 May 2019rozumden/tbd

We propose a novel approach called Tracking by Deblatting based on the observation that motion blur is directly related to the intra-frame trajectory of an object.

DEBLURRING IMAGE MATTING OBJECT TRACKING

2
09 May 2019

Instance Segmentation based Semantic Matting for Compositing Applications

10 Apr 2019Bonnie970/Instance-Segmentation-based-Semantic-Matting-for-Compositing-Applications

In order to achieve automatic compositing in natural scenes, we propose a fully automated method that integrates instance segmentation and image matting processes to generate high-quality semantic mattes that can be used for image editing task.

IMAGE MATTING INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

3
10 Apr 2019