Efficient semantic segmentation by altering resolutions for compressed videos

Y Hu, Y He, Y Li, J Li, Y Han… - Proceedings of the …, 2023‏ - openaccess.thecvf.com
Video semantic segmentation (VSS) is a computationally expensive task due to the per-
frame prediction for videos of high frame rates. In recent work, compact models or adaptive …

Robust unpaired image dehazing via adversarial deformation constraint

H Wei, Q Wu, C Wu, KN Ngan, H Li… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Due to the flexible training requirement and the appealing generalization ability, unpaired
image dehazing has received increasing attention in co** with real-world hazy images …

An adaptive post-processing network with the global-local aggregation for semantic segmentation

G Zhu, R Wang, Y Liu, Z Zhu, C Gao… - IEEE Transactions on …, 2023‏ - ieeexplore.ieee.org
Current semantic segmentation methods mainly focus on modeling the context of the global
image to obtain high-quality segmentation results. However, they ignore the role of local …

Compact interactive dual-branch network for real-time semantic segmentation

Y Dong, H Yang, Y Pei, L Shen, L Zheng… - Complex & Intelligent …, 2023‏ - Springer
The traditional complete dual-branch structure is effective for semantic segmentation tasks.
However, it is redundant in some sense. Moreover, the simple additive fusion of the features …

Information transfer in semi-supervised semantic segmentation

J Wu, H Fan, Z Li, GH Liu, S Lin - IEEE Transactions on Circuits …, 2023‏ - ieeexplore.ieee.org
Enhancing the accuracy of dense classification with limited labeled data and abundant
unlabeled data, known as semi-supervised semantic segmentation, is an essential task in …

Lightweight distortion-aware network for salient object detection in omnidirectional images

M Huang, G Li, Z Liu, L Zhu - … on Circuits and Systems for Video …, 2023‏ - ieeexplore.ieee.org
Compared with 2D image salient object detection (SOD), SOD in omnidirectional images (or
360° images) usually suffers from geometric distortion. Although existing omnidirectional …

Separable structure modeling for semi-supervised video object segmentation

W Zhu, J Li, J Lu, J Zhou - … on Circuits and Systems for Video …, 2021‏ - ieeexplore.ieee.org
In this paper, we propose a separable structure modeling approach for semi-supervised
video object segmentation. Unlike most existing methods which preclude the semantically …

Hfvos: History-future integrated dynamic memory for video object segmentation

W Li, J Fan, P Guo, L Hong… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Memory-based methods have substantially enhanced the precision of video object
segmentation (VOS) by storing features in an expanding memory bank. However, this comes …

Unified architecture adaptation for compressed domain semantic inference

Z Duan, Z Ma, F Zhu - … Transactions on Circuits and Systems for …, 2023‏ - ieeexplore.ieee.org
Advances in both lossy image compression and semantic content understanding have been
greatly fueled by deep learning techniques, yet these two tasks have been developed …

Motion adaptive pose estimation from compressed videos

Z Fan, J Liu, Y Wang - Proceedings of the IEEE/CVF …, 2021‏ - openaccess.thecvf.com
Human pose estimation from videos has many real-world applications. Existing methods
focus on applying models with a uniform computation profile on fully de-coded frames …