Motion Detection

12 papers with code • 1 benchmarks • 2 datasets

Motion Detection is a process to detect the presence of any moving entity in an area of interest. Motion Detection is of great importance due to its application in various areas such as surveillance and security, smart homes, and health monitoring.

Source: Different Approaches for Human Activity Recognition– A Survey

Most implemented papers

Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks

chan8972/Spike-FlowNet ECCV 2020

Spiking Neural Networks (SNNs) serve as ideal paradigms to handle event camera outputs, but deep SNNs suffer in terms of performance due to the spike vanishing phenomenon.

An Analysis of Parallelized Motion Masking Using Dual-Mode Single Gaussian Models

Breakend/MotionDetection 16 Feb 2017

Successful systems have used Gaussian Models to discern background from foreground in an image (motion from static imagery).

Multi-Class Model Fitting by Energy Minimization and Mode-Seeking

danini/multi-x ECCV 2018

The move replaces a set of labels with the corresponding density mode in the model parameter domain, thus achieving fast and robust optimization.

Real-Time Automatic Fetal Brain Extraction in Fetal MRI by Deep Learning

bchradiology/u-net 25 Oct 2017

We aimed to develop a fully automatic segmentation method that independently segments sections of the fetal brain in 2D fetal MRI slices in real-time.

Comparative study of motion detection methods for video surveillance systems

SEHAIRIKamal/A-Matlab-Background-Subtraction-Library 16 Apr 2018

The objective of this study is to compare several change detection methods for a mono static camera and identify the best method for different complex environments and backgrounds in indoor and outdoor scenes.

Unsupervised Online Video Object Segmentation with Motion Property Understanding

VisionTao/UOVOS IEEE Transactions on Image Processing 2019

Moreover, our method achieves better performance than the best unsupervised offline algorithm on the DAVIS-2016 benchmark dataset.

A Robust Visual System for Small Target Motion Detection Against Cluttered Moving Backgrounds

wanghongxin/STMD-Plus 8 Apr 2019

The directional contrast and the extracted motion information by the motion pathway are integrated in the mushroom body for small target discrimination.

Multimodal and multiview distillation for real-time player detection on a football field

cioppaanthony/multimodal-multiview-distillation 16 Apr 2020

As an alternative, we developed a system that detects players from a unique cheap and wide-angle fisheye camera assisted by a single narrow-angle thermal camera.

Anomalous Motion Detection on Highway Using Deep Learning

harpreets652/highway-traffic-anomaly 15 Jun 2020

The advent of self-driving cars provides an opportunity to apply visual anomaly detection in a more dynamic application yet no dataset exists in this type of environment.

UAV Images Dataset for Moving Object Detection from Moving Cameras

mribrahim/PESMOD 21 Mar 2021

The problem of recognizing moving objects from aerial images is one of the important issues in computer vision.