Boosting monocular depth estimation models to high-resolution via content-adaptive multi-resolution merging
Neural networks have shown great abilities in estimating depth from a single image.
However, the inferred depth maps are well below one-megapixel resolution and often lack …
However, the inferred depth maps are well below one-megapixel resolution and often lack …
Highly accurate dichotomous image segmentation
We present a systematic study on a new task called dichotomous image segmentation (DIS),
which aims to segment highly accurate objects from natural images. To this end, we …
which aims to segment highly accurate objects from natural images. To this end, we …
Matteformer: Transformer-based image matting via prior-tokens
In this paper, we propose a transformer-based image matting model called MatteFormer,
which takes full advantage of trimap information in the transformer block. Our method first …
which takes full advantage of trimap information in the transformer block. Our method first …
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 …
Vitmatte: Boosting image matting with pre-trained plain vision transformers
Image matting is an inverse fusion process that separates the foreground and background
information by predicting alpha matte for each pixel. Recently, plain vision Transformers …
information by predicting alpha matte for each pixel. Recently, plain vision Transformers …
High-resolution image harmonization via collaborative dual transformations
Given a composite image, image harmonization aims to adjust the foreground to make it
compatible with the background. High-resolution image harmonization is in high demand …
compatible with the background. High-resolution image harmonization is in high demand …
Deep interactive image matting with feature propagation
Image matting has attracted growing interest in recent years for its wide applications in
numerous vision tasks. Most previous image matting methods rely on trimaps as auxiliary …
numerous vision tasks. Most previous image matting methods rely on trimaps as auxiliary …
Diffusion for natural image matting
Existing natural image matting algorithms inevitably have flaws in their predictions on
difficult cases, and their one-step prediction manner cannot further correct these errors. In …
difficult cases, and their one-step prediction manner cannot further correct these errors. In …
PP-matting: high-accuracy natural image matting
Natural image matting is a fundamental and challenging computer vision task. It has many
applications in image editing and composition. Recently, deep learning-based approaches …
applications in image editing and composition. Recently, deep learning-based approaches …