An Empirical Review of Deep Learning Frameworks for Change Detection: Model Design, Experimental Frameworks, Challenges and Research Needs
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
An Empirical Review of Deep Learning Frameworks for Change Detection: Model Design, Experimental Frameworks, Challenges and Research Needs
Authors
Keywords
-
Journal
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
Volume 23, Issue 7, Pages 6101-6122
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Online
2021-05-20
DOI
10.1109/tits.2021.3077883
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Moving Object Detection by 3D Flow Field Analysis
- (2021) Cansen Jiang et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- A Deep Detector Classifier (DeepDC) for moving objects segmentation and classification in video surveillance
- (2020) SIRINE AMMAR et al. IET Image Processing
- A Universal Foreground Segmentation Technique using Deep-Neural Network
- (2020) Midhula Vijayan et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Autoencoder and Adversarial-Learning-Based Semisupervised Background Estimation for Hyperspectral Anomaly Detection
- (2020) Weiying Xie et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Anomaly Monitoring Framework in Lane Detection With a Generative Adversarial Network
- (2020) Hayoung Kim et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Deep Multi-Modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges
- (2020) Di Feng et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- High-Resolution Vehicle Trajectory Extraction and Denoising From Aerial Videos
- (2020) Xinqiang Chen et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Dynamic background modeling using deep learning autoencoder network
- (2019) Jeffin Gracewell et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Regularized Auto-Encoder-Based Separation of Defects from Backgrounds for Inspecting Display Devices
- (2019) Heeyeon Jo et al. Electronics
- Quadruplet Network With One-Shot Learning for Fast Visual Object Tracking
- (2019) Xingping Dong et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Aerial image change detection using dual regions of interest networks
- (2019) Pengcheng Han et al. NEUROCOMPUTING
- A novel background subtraction algorithm based on parallel vision and Bayesian GANs
- (2019) Wenbo Zheng et al. NEUROCOMPUTING
- Foreground detection by probabilistic modeling of the features discovered by stacked denoising autoencoders in noisy video sequences
- (2019) Jorge García-González et al. PATTERN RECOGNITION LETTERS
- Deep neural network concepts for background subtraction:A systematic review and comparative evaluation
- (2019) Thierry Bouwmans et al. NEURAL NETWORKS
- Learning multi-scale features for foreground segmentation
- (2019) Long Ang Lim et al. PATTERN ANALYSIS AND APPLICATIONS
- Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual Object Tracking
- (2019) Tianyang Xu et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Video Foreground Extraction Using Multi-View Receptive Field and Encoder–Decoder DCNN for Traffic and Surveillance Applications
- (2019) Thangarajah Akilan et al. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
- Spatio-Temporal Attention Model for Foreground Detection in Cross-Scene Surveillance Videos
- (2019) Dong Liang et al. SENSORS
- AVDNet: A Small-Sized Vehicle Detection Network for Aerial Visual Data
- (2019) Murari Mandal et al. IEEE Geoscience and Remote Sensing Letters
- 3DFR: A Swift 3D Feature Reductionist Framework for Scene Independent Change Detection
- (2019) Murari Mandal et al. IEEE SIGNAL PROCESSING LETTERS
- Foreground Gating and Background Refining Network for Surveillance Object Detection
- (2019) Zhihang Fu et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- An Effective Subsuperpixel-Based Approach for Background Subtraction
- (2019) Yu-Qiu Chen et al. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
- Online Multi-Object Tracking Using Joint Domain Information in Traffic Scenarios
- (2019) Wei Tian et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Autonomous Vehicles That Interact With Pedestrians: A Survey of Theory and Practice
- (2019) Amir Rasouli et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- A 3D CNN-LSTM-Based Image-to-Image Foreground Segmentation
- (2019) Thangarajah Akilan et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Enhanced Object Detection With Deep Convolutional Neural Networks for Advanced Driving Assistance
- (2019) Jian Wei et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Statistical bootstrap-based principal mode component analysis for dynamic background subtraction
- (2019) Benson S.Y. Lam et al. PATTERN RECOGNITION
- Query-Based Video Synopsis for Intelligent Traffic Monitoring Applications
- (2019) Sekh Arif Ahmed et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Salient Features for Moving Object Detection in Adverse Weather Conditions During Night Time
- (2019) Anu Singha et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- sEnDec: An Improved Image to Image CNN for Foreground Localization
- (2019) Thangarajah Akilan et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Multiscale Fully Convolutional Network for Foreground Object Detection in Infrared Videos
- (2018) Dongdong Zeng et al. IEEE Geoscience and Remote Sensing Letters
- Change Detection by Training a Triplet Network for Motion Feature Extraction
- (2018) Tien Phuoc Nguyen et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Real-Time Moving Object Segmentation and Classification From HEVC Compressed Surveillance Video
- (2018) Liang Zhao et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Spatiotemporal Low-Rank Modeling for Complex Scene Background Initialization
- (2018) Sajid Javed et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Real-Time Adaptive Histogram Min-Max Bucket (HMMB) Model for Background Subtraction
- (2018) Sujoy Madhab Roy et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- A Background Modeling and Foreground Detection Algorithm Using Scaling Coefficients Defined With a Color Model Called Lightness-Red-Green-Blue
- (2018) Jesus Dario Romero et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Real-Time Action Recognition With Deeply Transferred Motion Vector CNNs
- (2018) Bowen Zhang et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Deep Background Modeling Using Fully Convolutional Network
- (2018) Lu Yang et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Object Detection in a Maritime Environment: Performance Evaluation of Background Subtraction Methods
- (2018) Dilip K. Prasad et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Spatiotemporal GMM for Background Subtraction with Superpixel Hierarchy
- (2018) Mingliang Chen et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
- (2018) Liang-Chieh Chen et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- A deep convolutional neural network for video sequence background subtraction
- (2018) Mohammadreza Babaee et al. PATTERN RECOGNITION
- Background Subtraction Using Multiscale Fully Convolutional Network
- (2018) Dongdong Zeng et al. IEEE Access
- Focal loss for dense object detection
- (2018) Tsung-Yi Lin et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- ANTIC: ANTithetic Isomeric Cluster Patterns for Medical Image Retrieval and Change Detection
- (2018) Santosh Vipparthi et al. IET Computer Vision
- Stereoscopic saliency estimation with background priors based deep reconstruction
- (2018) Chen Xia et al. NEUROCOMPUTING
- Foreground segmentation using convolutional neural networks for multiscale feature encoding
- (2018) Long Ang Lim et al. PATTERN RECOGNITION LETTERS
- A 3D Atrous Convolutional Long Short-Term Memory Network for Background Subtraction
- (2018) Zhihang Hu et al. IEEE Access
- Unsupervised deep context prediction for background estimation and foreground segmentation
- (2018) Maryam Sultana et al. MACHINE VISION AND APPLICATIONS
- Foreground Detection with Deeply Learned Multi-Scale Spatial-Temporal Features
- (2018) Yao Wang et al. SENSORS
- Moving Object Detection in Complex Scene Using Spatiotemporal Structured-Sparse RPCA
- (2018) Sajid Javed et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Foreground Detection for Infrared Videos With Multiscale 3-D Fully Convolutional Network
- (2018) Yao Wang et al. IEEE Geoscience and Remote Sensing Letters
- MSFgNet: A Novel Compact End-to-End Deep Network for Moving Object Detection
- (2018) Prashant W. Patil et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Pixel-wise Deep Sequence Learning for Moving Object Detection
- (2017) Yingying Chen et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- WeSamBE: A Weight-Sample-Based Method for Background Subtraction
- (2017) Shengqin Jiang et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Online Human Interaction Detection and Recognition With Multiple Cameras
- (2017) Saeid Motiian et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- Combination of Video Change Detection Algorithms by Genetic Programming
- (2017) Simone Bianco et al. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION
- A General Framework for Edited Video and Raw Video Summarization
- (2017) Xuelong Li et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Background–Foreground Modeling Based on Spatiotemporal Sparse Subspace Clustering
- (2017) Sajid Javed et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Universal Multimode Background Subtraction
- (2017) Hasan Sajid et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Video Processing From Electro-Optical Sensors for Object Detection and Tracking in a Maritime Environment: A Survey
- (2017) Dilip K. Prasad et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- End-to-end video background subtraction with 3d convolutional neural networks
- (2017) Dimitrios Sakkos et al. MULTIMEDIA TOOLS AND APPLICATIONS
- Interactive deep learning method for segmenting moving objects
- (2017) Yi Wang et al. PATTERN RECOGNITION LETTERS
- Scene background initialization: A taxonomy
- (2017) Thierry Bouwmans et al. PATTERN RECOGNITION LETTERS
- Interval-Valued Model Level Fuzzy Aggregation-Based Background Subtraction
- (2017) Pojala Chiranjeevi et al. IEEE Transactions on Cybernetics
- Labeled dataset for integral evaluation of moving object detection algorithms: LASIESTA
- (2016) Carlos Cuevas et al. COMPUTER VISION AND IMAGE UNDERSTANDING
- Detection of stationary foreground objects: A survey
- (2016) Carlos Cuevas et al. COMPUTER VISION AND IMAGE UNDERSTANDING
- Pedestrian Behavior Modeling From Stationary Crowds With Applications to Intelligent Surveillance
- (2016) Shuai Yi et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Universal Background Subtraction Using Word Consensus Models
- (2016) Pierre-Luc St-Charles et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- A Survey of Vision-Based Traffic Monitoring of Road Intersections
- (2016) Sokemi Rene Emmanuel Datondji et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Auto-Adaptive Parallel SOM Architecture with a modular analysis for dynamic object segmentation in videos
- (2016) Graciela Ramírez-Alonso et al. NEUROCOMPUTING
- SuBSENSE: A Universal Change Detection Method With Local Adaptive Sensitivity
- (2015) Pierre-Luc St-Charles et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Incremental Principal Component Pursuit for Video Background Modeling
- (2015) Paul Rodriguez et al. JOURNAL OF MATHEMATICAL IMAGING AND VISION
- A Hybrid Background Subtraction Method with Background and Foreground Candidates Detection
- (2015) Fan-Chieh Cheng et al. ACM Transactions on Intelligent Systems and Technology
- A comprehensive review of background subtraction algorithms evaluated with synthetic and real videos
- (2014) Andrews Sobral et al. COMPUTER VISION AND IMAGE UNDERSTANDING
- Background Subtraction with DirichletProcess Mixture Models
- (2014) Tom S.F. Haines et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Segmentation of Moving Objects by Long Term Video Analysis
- (2014) Peter Ochs et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Background Modeling Through Statistical Edge-Segment Distributions
- (2013) Adin Ramirez Rivera et al. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
- An innovative web-based collaborative platform for video annotation
- (2013) Isaak Kavasidis et al. MULTIMEDIA TOOLS AND APPLICATIONS
- An Online One Class Support Vector Machine-Based Person-Specific Fall Detection System for Monitoring an Elderly Individual in a Room Environment
- (2013) Miao Yu et al. IEEE Journal of Biomedical and Health Informatics
- Background subtraction via incremental maximum margin criterion: a discriminative subspace approach
- (2012) Diana Farcas et al. MACHINE VISION AND APPLICATIONS
- Adaptive Background Modeling Integrated With Luminosity Sensors and Occlusion Processing for Reliable Vehicle Detection
- (2011) Alberto Faro et al. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
- Density-Based Multifeature Background Subtraction with Support Vector Machine
- (2011) Bohyung Han et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- ViBe: A Universal Background Subtraction Algorithm for Video Sequences
- (2010) O Barnich et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Regularized Background Adaptation: A Novel Learning Rate Control Scheme for Gaussian Mixture Modeling
- (2010) Horng-Horng Lin et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
- Spatiotemporal Saliency in Dynamic Scenes
- (2009) V. Mahadevan et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- A Self-Organizing Approach to Background Subtraction for Visual Surveillance Applications
- (2008) L. Maddalena et al. IEEE TRANSACTIONS ON IMAGE PROCESSING
Find the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
SearchAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now