A review on 2D instance segmentation based on deep neural networks

W Gu, S Bai, L Kong - Image and Vision Computing, 2022 - Elsevier
Image instance segmentation involves labeling pixels of images with classes and instances,
which is one of the pivotal technologies in many domains, such as natural scenes …

A survey on deep learning-based architectures for semantic segmentation on 2d images

I Ulku, E Akagündüz - Applied Artificial Intelligence, 2022 - Taylor & Francis
Semantic segmentation is the pixel-wise labeling of an image. Boosted by the extraordinary
ability of convolutional neural networks (CNN) in creating semantic, high-level and …

Maptr: Structured modeling and learning for online vectorized hd map construction

B Liao, S Chen, X Wang, T Cheng, Q Zhang… - arxiv preprint arxiv …, 2022 - arxiv.org
High-definition (HD) map provides abundant and precise environmental information of the
driving scene, serving as a fundamental and indispensable component for planning in …

Maptrv2: An end-to-end framework for online vectorized hd map construction

B Liao, S Chen, Y Zhang, B Jiang, Q Zhang… - International Journal of …, 2024 - Springer
High-definition (HD) map provides abundant and precise static environmental information of
the driving scene, serving as a fundamental and indispensable component for planning in …

Polyformer: Referring image segmentation as sequential polygon generation

J Liu, H Ding, Z Cai, Y Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this work, instead of directly predicting the pixel-level segmentation masks, the problem of
referring image segmentation is formulated as sequential polygon generation, and the …

Unihcp: A unified model for human-centric perceptions

Y Ci, Y Wang, M Chen, S Tang, L Bai… - Proceedings of the …, 2023 - openaccess.thecvf.com
Human-centric perceptions (eg, pose estimation, human parsing, pedestrian detection,
person re-identification, etc.) play a key role in industrial applications of visual models. While …

You only segment once: Towards real-time panoptic segmentation

J Hu, L Huang, T Ren, S Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, we propose YOSO, a real-time panoptic segmentation framework. YOSO
predicts masks via dynamic convolutions between panoptic kernels and image feature …

Large-scale individual building extraction from open-source satellite imagery via super-resolution-based instance segmentation approach

S Chen, Y Ogawa, C Zhao, Y Sekimoto - ISPRS Journal of Photogrammetry …, 2023 - Elsevier
Building footprint is a primary dataset of an urban geographic information system (GIS)
database. Therefore, it is essential to establish a robust and automated framework for large …

E2ec: An end-to-end contour-based method for high-quality high-speed instance segmentation

T Zhang, S Wei, S Ji - … of the IEEE/CVF conference on …, 2022 - openaccess.thecvf.com
Contour-based instance segmentation methods have developed rapidly recently but feature
rough and handcrafted front-end contour initialization, which restricts the model …

VPFNet: Improving 3D object detection with virtual point based LiDAR and stereo data fusion

H Zhu, J Deng, Y Zhang, J Ji, Q Mao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
It has been well recognized that fusing the complementary information from depth-aware
LiDAR point clouds and semantic-rich stereo images would benefit 3D object detection …