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Generative adversarial networks in computer vision: A survey and taxonomy
Generative adversarial networks (GANs) have been extensively studied in the past few
years. Arguably their most significant impact has been in the area of computer vision where …
years. Arguably their most significant impact has been in the area of computer vision where …
Robust high-resolution video matting with temporal guidance
We introduce a robust, real-time, high-resolution human video matting method that achieves
new state-of-the-art performance. Our method is much lighter than previous approaches and …
new state-of-the-art performance. Our method is much lighter than previous approaches and …
Real-time high-resolution background matting
We introduce a real-time, high-resolution background replacement technique which
operates at 30fps in 4K resolution, and 60fps for HD on a modern GPU. Our technique is …
operates at 30fps in 4K resolution, and 60fps for HD on a modern GPU. Our technique is …
Background matting: The world is your green screen
We propose a method for creating a matte-the per-pixel foreground color and alpha-of a
person by taking photos or videos in an everyday setting with a handheld camera. Most …
person by taking photos or videos in an everyday setting with a handheld camera. Most …
Attention-guided hierarchical structure aggregation for image matting
Existing deep learning based matting algorithms primarily resort to high-level semantic
features to improve the overall structure of alpha mattes. However, we argue that advanced …
features to improve the overall structure of alpha mattes. However, we argue that advanced …
Indices matter: Learning to index for deep image matting
We show that existing upsampling operators can be unified using the notion of the index
function. This notion is inspired by an observation in the decoding process of deep image …
function. This notion is inspired by an observation in the decoding process of deep image …
Deep image matting: A comprehensive survey
Image matting refers to extracting precise alpha matte from natural images, and it plays a
critical role in various downstream applications, such as image editing. Despite being an ill …
critical role in various downstream applications, such as image editing. Despite being an ill …
Modnet: Real-time trimap-free portrait matting via objective decomposition
Existing portrait matting methods either require auxiliary inputs that are costly to obtain or
involve multiple stages that are computationally expensive, making them less suitable for …
involve multiple stages that are computationally expensive, making them less suitable for …
Natural image matting via guided contextual attention
Over the last few years, deep learning based approaches have achieved outstanding
improvements in natural image matting. Many of these methods can generate visually …
improvements in natural image matting. Many of these methods can generate visually …
Semantic image matting
Natural image matting separates the foreground from background in fractional occupancy
which can be caused by highly transparent objects, complex foreground (eg, net or tree) …
which can be caused by highly transparent objects, complex foreground (eg, net or tree) …