Unsupervised Semantic Segmentation

Unsupervised Semantic Segmentation is a method in computer vision that performs pixel-level label assignment to image regions without requiring manually annotated training data, distinguishing itself from supervised approaches by leveraging intrinsic data structures or self-generated pseudo-labels to discover semantic categories.

314

Publications

21.6K

Citations

1.2K

Authors

412

Institutions

Publications per year

2017–2026

286

Parents

Semantic Segmentation

Publications

314

Maximum Classifier Discrepancy for Unsupervised Domain Adaptation

Kuniaki Saito, Kohei Watanabe, Yoshitaka Ushiku et al. · 2018 · 2.2K citations

Computing, Computer Science, Computer Vision +10

FDA: Fourier Domain Adaptation for Semantic Segmentation

Yanchao Yang, Stefano Soatto · 2020 · 1K citations

Computing, Computer Science, Biomedical Imaging +14

Taking a Closer Look at Domain Shift: Category-Level Adversaries for Semantics Consistent Domain Adaptation

Yawei Luo, Liang Zheng, Tao Guan et al. · 2019 · 839 citations

Computing, Computer Science, Computer Vision +13

FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation

Judy Hoffman, Dequan Wang, Fisher Yu et al. · arXiv (Cornell University) · 2016 · 695 citations · Full text

Computing, Computer Science, Computer Vision +16

Voxel Cloud Connectivity Segmentation - Supervoxels for Point Clouds

Jérémie Papon, Alexey Abramov, Markus Schoeler et al. · 2013 · 541 citations

Computing, Computer Science, Computational Geometry +15

1–5 of 314

Authors

1.2K

LV
Luc Van Gool
ETH Zurich, Switzerland
9 publications · 459 citations
9
h-index
TF
Tim Fingscheidt
Technische Universität Braunschweig, Germany
6 publications · 175 citations
6
h-index
YY
Yi Yang
University of Technology Sydney, Australia
6 publications · 1.3K citations
6
h-index
YL
Yawei Luo
Huazhong University of Science and Technology, China
5 publications · 1.2K citations
5
h-index
JY
Junqing Yu
Huazhong University of Science and Technology, China
5 publications · 1.2K citations
5
h-index

1–5 of 1.2K

Institutions

412

1–8 of 412

Venues

arXiv (Cornell University)
Repository · 35 publications · 1.7K citations
18
h-index
IEEE Transactions on Geoscience and Remote Sensing
19 publications · 861 citations
18
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 10 publications · 351 citations
9
h-index
2021 IEEE/CVF International Conference on Computer Vision (ICCV)
Conference · 8 publications · 762 citations
8
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 8 publications · 499 citations
8
h-index

1–5