Improving sampling-based image matting with cooperative coevolution differential evolution algorithm
Sign Up to like & getrecommendations! Published in 2017 at "Soft Computing"
DOI: 10.1007/s00500-016-2250-7
Abstract: Image matting is a fundamental operator in image editing and has significant influence on video production. This paper explores sampling-based image matting technology, with the aim to improve the accuracy of matting result. The result… read more here.
Keywords: based image; image; sampling based; image matting ... See more keywords
Image matting trimap optimization by ant colony algorithm
Sign Up to like & getrecommendations! Published in 2021 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-020-09908-0
Abstract: In this paper, we present a way to create an accurate trimap. Since the matting problem is a serious under-constrained problem, the user is required to provide additional constraint information to estimate the alpha value… read more here.
Keywords: colony algorithm; image matting; ant colony; trimap ... See more keywords
A hybrid defocused region segmentation approach using image matting
Sign Up to like & getrecommendations! Published in 2019 at "Multidimensional Systems and Signal Processing"
DOI: 10.1007/s11045-018-0570-8
Abstract: In this paper, a hybrid defocused region segmentation using image matting is proposed. The technique incorporates three sharpness metrics which are magnitude spectrum slope, local total variation and local binary patterns to identify the in-focus… read more here.
Keywords: region segmentation; image matting; using image; defocused region ... See more keywords
Bridging Composite and Real: Towards End-to-End Deep Image Matting
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Computer Vision"
DOI: 10.1007/s11263-021-01541-0
Abstract: Extracting accurate foregrounds from natural images benefits many downstream applications such as film production and augmented reality. However, the furry characteristics and various appearance of the foregrounds, e.g., animal and portrait, challenge existing matting methods,… read more here.
Keywords: end end; image; generalization; real world ... See more keywords
Multiobjective Evolutionary Optimization Based on Fuzzy Multicriteria Evaluation and Decomposition for Image Matting
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Fuzzy Systems"
DOI: 10.1109/tfuzz.2019.2896533
Abstract: Image matting is evolving for a wide range of applications including image/video editing. Sampling-based image matting aims to estimate the opacity of foreground objects by properly selecting a pair of foreground and background pixels for… read more here.
Keywords: optimization; decomposition; evaluation; image matting ... See more keywords
User-Guided Deep Human Image Matting Using Arbitrary Trimaps
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2022.3150295
Abstract: Image matting is widely studied for accurate foreground extraction. Most algorithms, including deep-learning based solutions, require a carefully edited trimap. Recent works attempt to combine the segmentation stage and matting stage in one CNN model,… read more here.
Keywords: guided deep; user guided; image matting; model ... See more keywords
Image Matting With Deep Gaussian Process.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3153955
Abstract: We observe a common characteristic between the classical propagation-based image matting and the Gaussian process (GP)-based regression. The former produces closer alpha matte values for pixels associated with a higher affinity, while the outputs regressed… read more here.
Keywords: propagation based; image matting; image; gaussian process ... See more keywords
Deep Learning Methods in Image Matting: A Survey
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DOI: 10.3390/app13116512
Abstract: Image matting is a fundamental technique used to extract a fine foreground image from a given image by estimating the opacity values of each pixel. It is one of the key techniques in image processing… read more here.
Keywords: methods image; image matting; deep learning; learning methods ... See more keywords