Superpixels: An evaluation of the state-of-the-art

D Stutz, A Hermans, B Leibe - Computer Vision and Image Understanding, 2018 - Elsevier
Superpixels group perceptually similar pixels to create visually meaningful entities while
heavily reducing the number of primitives for subsequent processing steps. As of these …

Superpixels and polygons using simple non-iterative clustering

R Achanta, S Susstrunk - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
We present an improved version of the Simple Linear Iterative Clustering (SLIC) superpixel
segmentation. Unlike SLIC, our algorithm is non-iterative, enforces connectivity from the …

Real-time superpixel segmentation by DBSCAN clustering algorithm

J Shen, X Hao, Z Liang, Y Liu… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
In this paper, we propose a real-time image superpixel segmentation method with 50
frames/s by using the density-based spatial clustering of applications with noise (DBSCAN) …

Linear spectral clustering superpixel

J Chen, Z Li, B Huang - IEEE Transactions on image …, 2017 - ieeexplore.ieee.org
In this paper, we present a superpixel segmentation algorithm called linear spectral
clustering (LSC), which is capable of producing superpixels with both high boundary …

3d all the way: Semantic segmentation of urban scenes from start to end in 3d

A Martinovic, J Knopp… - Proceedings of the …, 2015 - cv-foundation.org
We propose a new approach for semantic segmentation of 3D city models. Starting from an
SfM reconstruction of a street-side scene, we perform classification and facade splitting …

A review of 3D reconstruction from high-resolution urban satellite images

L Zhao, H Wang, Y Zhu, M Song - International Journal of Remote …, 2023 - Taylor & Francis
Automated 3D reconstruction based on satellite images has become a research hotspot at
the interdisciplinary of photogrammetry and computer vision. The 3D results based on …

Confidence-based large-scale dense multi-view stereo

Z Li, W Zuo, Z Wang, L Zhang - IEEE Transactions on Image …, 2020 - ieeexplore.ieee.org
Albeit remarkable progress has been made to improve the accuracy and completeness of
multi-view stereo (MVS), existing methods still suffer from either sparse reconstructions of …

AINet: Association implantation for superpixel segmentation

Y Wang, Y Wei, X Qian, L Zhu… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Recently, some approaches are proposed to harness deep convolutional networks to
facilitate superpixel segmentation. The common practice is to first evenly divide the image …

Content-adaptive superpixel segmentation

X Xiao, Y Zhou, YJ Gong - IEEE Transactions on Image …, 2018 - ieeexplore.ieee.org
Superpixel segmentation targets at grouping pixels in an image into atomic regions whose
boundaries align well with the natural object boundaries. This paper first proposes a new …

Connect-and-slice: an hybrid approach for reconstructing 3d objects

H Fang, F Lafarge - … of the IEEE/CVF Conference on …, 2020 - openaccess.thecvf.com
Converting point clouds generated by Laser scanning, multiview stereo imagery or depth
cameras into compact polygon meshes is a challenging problem in vision. Existing methods …