Features to text: a comprehensive survey of deep learning on semantic segmentation and image captioning

A Oluwasammi, MU Aftab, Z Qin, ST Ngo, TV Doan… - …, 2021 - Wiley Online Library
With the emergence of deep learning, computer vision has witnessed extensive
advancement and has seen immense applications in multiple domains. Specifically, image …

Uvid-net: Enhanced semantic segmentation of uav aerial videos by embedding temporal information

S Girisha, U Verma, MMM Pai… - IEEE Journal of Selected …, 2021 - ieeexplore.ieee.org
Semantic segmentation of aerial videos has been extensively used for decision making in
monitoring environmental changes, urban planning, and disaster management. The …

Temporal pixel-level semantic understanding through the VSPW dataset

J Miao, Y Wei, X Wang, Y Yang - IEEE Transactions on Pattern …, 2023 - ieeexplore.ieee.org
Scene understanding through pixel-level semantic parsing is one of the main problems in
computer vision. Till now, image-based methods and datasets for scene parsing have been …

Local memory attention for fast video semantic segmentation

M Paul, M Danelljan, L Van Gool… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
We propose a novel neural network module that transforms an existing single-frame
semantic segmentation model into a video semantic segmentation pipeline. In contrast to …

A reinforcement learning based adaptive ROI generation for video object segmentation

UA Usmani, J Watada, J Jaafar, IA Aziz, A Roy - IEEE Access, 2021 - ieeexplore.ieee.org
Video object segmentation's primary goal is to automatically extract the principal object (s) in
the foreground from the background in videos. The primary focus of the current deep …

Weakly supervised multi-class semantic video segmentation for road scenes

M Awan, J Shin - Computer Vision and Image Understanding, 2023 - Elsevier
Weakly supervised multi-class video segmentation is one of the most challenging yet least
studied research problems in computer vision. This study aims to investigate two main …

Annotation-guided encoder-decoder network for bone extraction in ultrasound-assisted orthopedic surgery

F Chen, P Xu, Y Xie, D Zhang, H Liao, Z Zhao - Computers in Biology and …, 2022 - Elsevier
The patients and surgeons are usually exposed in massive ionizing radiation during
fluoroscopy-based navigation orthopedic surgery. Comparatively, ultrasound-assisted …

Semantic video segmentation with dynamic keyframe selection and distortion-aware feature rectification

M Awan, J Shin - Image and Vision Computing, 2021 - Elsevier
The per-frame segmentation methods have a high computational cost, thereby, these
methods are insufficient to cope with the fast inference need of semantic video …

Robust video object segmentation via propagating seams and matching superpixels

Y Liang, Y Zhang, Y Wu, S Tu, C Liu - IEEE Access, 2020 - ieeexplore.ieee.org
Video object segmentation aims at separating foreground object from background, and it is
far from well solved for different challenges such as deformation, occlusion and motion blurs …

Image scene analysis based on improved FCN model

W Yang, Y Hui - International Journal of Pattern Recognition and …, 2021 - World Scientific
Image scene analysis is to analyze image scene content through image semantic
segmentation, which can identify the categories and positions of different objects in an …