Deep reinforcement learning in computer vision: a comprehensive survey

N Le, VS Rathour, K Yamazaki, K Luu… - Artificial Intelligence …, 2022 - Springer
Deep reinforcement learning augments the reinforcement learning framework and utilizes
the powerful representation of deep neural networks. Recent works have demonstrated the …

Deep reinforcement learning in medical imaging: A literature review

SK Zhou, HN Le, K Luu, HV Nguyen, N Ayache - Medical image analysis, 2021 - Elsevier
Deep reinforcement learning (DRL) augments the reinforcement learning framework, which
learns a sequence of actions that maximizes the expected reward, with the representative …

Video summarization using deep neural networks: A survey

E Apostolidis, E Adamantidou, AI Metsai… - Proceedings of the …, 2021 - ieeexplore.ieee.org
Video summarization technologies aim to create a concise and complete synopsis by
selecting the most informative parts of the video content. Several approaches have been …

A review on deep-learning algorithms for fetal ultrasound-image analysis

MC Fiorentino, FP Villani, M Di Cosmo, E Frontoni… - Medical image …, 2023 - Elsevier
Deep-learning (DL) algorithms are becoming the standard for processing ultrasound (US)
fetal images. A number of survey papers in the field is today available, but most of them are …

Video summarization using deep learning techniques: a detailed analysis and investigation

P Saini, K Kumar, S Kashid, A Saini, A Negi - Artificial Intelligence Review, 2023 - Springer
One of the critical multimedia analysis problems in today's digital world is video
summarization (VS). Many VS methods have been suggested based on deep learning …

Video summarization through reinforcement learning with a 3D spatio-temporal u-net

T Liu, Q Meng, JJ Huang, A Vlontzos… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Intelligent video summarization algorithms allow to quickly convey the most relevant
information in videos through the identification of the most essential and explanatory content …

Extracting keyframes of breast ultrasound video using deep reinforcement learning

R Huang, Q Ying, Z Lin, Z Zheng, L Tan, G Tang… - Medical Image …, 2022 - Elsevier
Ultrasound (US) plays a vital role in breast cancer screening, especially for women with
dense breasts. Common practice requires a sonographer to recognize key diagnostic …

Static video summarization using video coding features with frame-level temporal subsampling and deep learning

O Issa, T Shanableh - Applied Sciences, 2023 - mdpi.com
There is an abundance of digital video content due to the cloud's phenomenal growth and
security footage; it is therefore essential to summarize these videos in data centers. This …

Deep learning in ultrasound elastography imaging: A review

H Li, M Bhatt, Z Qu, S Zhang, MC Hartel… - Medical …, 2022 - Wiley Online Library
It is known that changes in the mechanical properties of tissues are associated with the
onset and progression of certain diseases. Ultrasound elastography is a technique to …

Surgical tool detection in open surgery videos

R Fujii, R Hachiuma, H Kajita, H Saito - Applied Sciences, 2022 - mdpi.com
Detecting surgical tools is an essential task for analyzing and evaluating surgical videos.
However, most studies focus on minimally invasive surgery (MIS) and cataract surgery …