Open panoramic segmentation

J Zheng, R Liu, Y Chen, K Peng, C Wu, K Yang… - … on Computer Vision, 2024 - Springer
Panoramic images, capturing a 360∘ field of view (FoV), encompass omnidirectional spatial
information crucial for scene understanding. However, it is not only costly to obtain training …

Multi-source domain adaptation for panoramic semantic segmentation

J Jiang, S Zhao, J Zhu, W Tang, Z Xu, J Yang, G Liu… - Information …, 2025 - Elsevier
Unsupervised domain adaptation methods for panoramic semantic segmentation utilize real
pinhole images or low-cost synthetic panoramic images to transfer segmentation models to …

Otclda: Optimal transport and contrastive learning for domain adaptive semantic segmentation

Q Fan, X Shen, S Ying, S Du - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
Unsupervised domain adaptive (UDA) semantic segmentation aims to assign a
predetermined semantic label to every single pixel of the unannotated target data by …

FishDreamer: Towards fisheye semantic completion via unified image outpainting and segmentation

H Shi, Y Li, K Yang, J Zhang, K Peng… - arxiv preprint arxiv …, 2023 - arxiv.org
This paper raises the new task of Fisheye Semantic Completion (FSC), where dense texture,
structure, and semantics of a fisheye image are inferred even beyond the sensor field-of …

Occlusion-Aware Seamless Segmentation

Y Cao, J Zhang, H Shi, K Peng, Y Zhang… - … on Computer Vision, 2024 - Springer
Panoramic images can broaden the Field of View (FoV), occlusion-aware prediction can
deepen the understanding of the scene, and domain adaptation can transfer across viewing …

DarSwin: distortion aware radial swin transformer

A Athwale, A Afrasiyabi, J Lagüe… - Proceedings of the …, 2023 - openaccess.thecvf.com
Wide-angle lenses are commonly used in perception tasks requiring a large field of view.
Unfortunately, these lenses produce significant distortions making conventional models that …

S&gda: An unsupervised domain adaptive semantic segmentation framework considering both imaging scene and geometric domain shifts

H Chen, L Cheng, N Li, YC Yao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Unsupervised domain adaptation uses labeled data from a source domain (SD) to help
learn a target domain (TD) without any labeled data. Previous studies have not …