Untrained neural network priors for inverse imaging problems: A survey

A Qayyum, I Ilahi, F Shamshad… - … on Pattern Analysis …, 2022 - ieeexplore.ieee.org
In recent years, advancements in machine learning (ML) techniques, in particular, deep
learning (DL) methods have gained a lot of momentum in solving inverse imaging problems …

Model-based reinforcement learning: A survey

TM Moerland, J Broekens, A Plaat… - … and Trends® in …, 2023 - nowpublishers.com
Sequential decision making, commonly formalized as Markov Decision Process (MDP)
optimization, is an important challenge in artificial intelligence. Two key approaches to this …

Video stabilization: Overview, challenges and perspectives

W Guilluy, L Oudre, A Beghdadi - Signal Processing: Image …, 2021 - Elsevier
Video Stabilization (VS) has been an active area of research in the last two decades. Many
approaches have been successfully proposed and it is time to take a step back and offer a …

A computational approach for obstruction-free photography

T Xue, M Rubinstein, C Liu, WT Freeman - ACM Transactions on …, 2015 - dl.acm.org
We present a unified computational approach for taking photos through reflecting or
occluding elements such as windows and fences. Rather than capturing a single image, we …

Meshflow: Minimum latency online video stabilization

S Liu, P Tan, L Yuan, J Sun, B Zeng - … 11-14, 2016, Proceedings, Part VI …, 2016 - Springer
Many existing video stabilization methods often stabilize videos off-line, ie as a
postprocessing tool of pre-recorded videos. Some methods can stabilize videos online, but …

Clkn: Cascaded lucas-kanade networks for image alignment

CH Chang, CN Chou… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
This paper proposes a data-driven approach for image alignment. Our main contribution is a
novel network architecture that combines the strengths of convolutional neural networks …

Hybrid neural fusion for full-frame video stabilization

YL Liu, WS Lai, MH Yang… - Proceedings of the …, 2021 - openaccess.thecvf.com
Existing video stabilization methods often generate visible distortion or require aggressive
crop** of frame boundaries, resulting in smaller field of views. In this work, we present a …

Traffic sign detection under challenging conditions: A deeper look into performance variations and spectral characteristics

D Temel, MH Chen, G AlRegib - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Traffic signs are critical for maintaining the safety and efficiency of our roads. Therefore, we
need to carefully assess the capabilities and limitations of automated traffic sign detection …

[PDF][PDF] Video stitching with spatial-temporal content-preserving war**

W Jiang, J Gu - Proceedings of the IEEE conference on computer …, 2015 - cv-foundation.org
We propose a novel algorithm for stitching multiple synchronized video streams into a single
panoramic video with spatial-temporal content-preserving war**. Compared to image …

A miniature video stabilization system for flap**-wing aerial vehicles

Q Fu, X Wang, Y Zou, W He - Guidance, Navigation and Control, 2022 - World Scientific
In this paper, a miniature video stabilization system is designed to deal with the image jitter
and motion blur problem for flap**-wing aerial vehicles (FWAVs). First, a light and two-axis …