Deep Learning for Computer Vision: A Brief Review

Computational Intelligence and Neuroscience
Athanasios VoulodimosEftychios Protopapadakis

Abstract

Over the last years deep learning methods have been shown to outperform previous state-of-the-art machine learning techniques in several fields, with computer vision being one of the most prominent cases. This review paper provides a brief overview of some of the most significant deep learning schemes used in computer vision problems, that is, Convolutional Neural Networks, Deep Boltzmann Machines and Deep Belief Networks, and Stacked Denoising Autoencoders. A brief account of their history, structure, advantages, and limitations is given, followed by a description of their applications in various computer vision tasks, such as object detection, face recognition, action and activity recognition, and human pose estimation. Finally, a brief overview is given of future directions in designing deep learning schemes for computer vision problems and the challenges involved therein.

References

Jan 1, 1988·Biological cybernetics·H Bourlard, Y Kamp
Oct 23, 1997·Neural Computation·S Hochreiter, J Schmidhuber
Apr 19, 2000·Neural Computation·N JapkowiczM A Gluck
Mar 29, 2006·IEEE Transactions on Pattern Analysis and Machine Intelligence·Li Fei-FeiPietro Perona
Jun 13, 2006·Neural Computation·Geoffrey E HintonYee-Whye Teh
Jul 29, 2006·Science·G E Hinton, R R Salakhutdinov
Jan 1, 1997·IEEE Transactions on Neural Networks·S LawrenceA D Back
Apr 19, 2012·Neural Computation·Ruslan Salakhutdinov, Geoffrey Hinton
Nov 15, 2012·Neural Computation·Kyunghyun ChoAlexander Ilin
Jun 22, 2013·IEEE Transactions on Pattern Analysis and Machine Intelligence·Yoshua BengioPascal Vincent
Jun 22, 2013·IEEE Transactions on Pattern Analysis and Machine Intelligence·Hoo-Chang ShinMartin O Leach
Sep 10, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Kaiming HeJian Sun
Feb 19, 2016·Neural Computation·Mark TygertArthur Szlam
Jun 14, 2016·IEEE Transactions on Pattern Analysis and Machine Intelligence·Shaoqing RenJian Sun
Jul 9, 2016·IEEE Transactions on Pattern Analysis and Machine Intelligence·Wanli OuyangXiaoou Tang
Sep 30, 2017·IEEE Transactions on Pattern Analysis and Machine Intelligence·Tao ChenJiayuan Fan

❮ Previous
Next ❯

Citations

Jul 18, 2019·Cancer Biotherapy & Radiopharmaceuticals·Shradha Mukherjee
Nov 2, 2019·AJR. American Journal of Roentgenology·Qian TaoRob J van der Geest
Dec 10, 2019·Human Brain Mapping·Xiaoxiao WangBensheng Qiu
Mar 25, 2020·Assistive Technology : the Official Journal of RESNA·Andrius BudrionisAudrius Indrulionis
May 30, 2020·The American Journal of Gastroenterology·Nicholas C WangGrace L Su
Sep 18, 2020·Current Opinion in Urology·Bob YangBhaskar K Somani
Jan 19, 2019·Sensors·Junwei Fu, Jun Liang
Mar 14, 2019·Sensors·Xiaodan ShiRyosuke Shibasaki
Mar 20, 2019·Sensors·Carlos A DuchanoyCarlos A Cruz-Villar
Aug 18, 2020·Computational Intelligence and Neuroscience·Lianchao JinShengming Jiang
Sep 25, 2020·Sensors·Luca BruneseAntonella Santone
Sep 19, 2018·Computational Intelligence and Neuroscience·Md Zahangir AlomVijayan K Asari
Apr 10, 2019·Sensors·Ester Martinez-Martin, Angel P Del Pobil
Sep 19, 2019·Sensors·Jingmei LiPeng Gao
May 17, 2019·Journal of Medical Internet Research·Nicole Lee RobinsonDavid John Kavanagh
Dec 12, 2019·Frontiers in Medicine·Neofytos DimitriouPeter D Caie
Sep 20, 2020·Sensors·Pau Muñoz-BenaventIsabel Pérez-Arjona
Feb 21, 2019·World Journal of Gastroenterology : WJG·Li-Qiang ZhouChristoph F Dietrich
Jun 27, 2019·Computational Intelligence and Neuroscience·Fang SuJing-Yan Wang
Aug 6, 2020·Sensors·Ya LuStavroula Mougiakakou
Sep 3, 2020·The Journal of Chemical Physics·Paul SinzMatthew Hirn
Oct 3, 2020·Sensors·Wei-Hung WuYi-Ming Wang
Sep 19, 2020·Sensors·Balakrishnan RamalingamYokhesh Krishnasamy Tamilselvam

❮ Previous
Next ❯

Methods Mentioned

BETA
feature extraction
X-ray

Software Mentioned

DeepPose
OpenFace
VGG Face Descriptor
TensorFlow
mxnet
Neocognitron
theano
FaceNet
DeepFace

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Computational Biology and Chemistry
Aboul Ella HassanienNeveen I Ghali
Medical Image Analysis
Geert LitjensClara I Sánchez
IEEE Transactions on Neural Networks and Learning Systems
Mehrtash T HarandiConrad Sanderson
AJNR. American Journal of Neuroradiology
G ZaharchukC P Langlotz
© 2022 Meta ULC. All rights reserved