Research on Mosaic Image Data Enhancement for Overlapping Ship Targets

05/11/2021
by   Guangmiao Zeng, et al.
0

The problem of overlapping occlusion in target recognition has been a difficult research problem, and the situation of mutual occlusion of ship targets in narrow waters still exists. In this paper, an improved mosaic data enhancement method is proposed, which optimizes the reading method of the data set, strengthens the learning ability of the detection algorithm for local features, improves the recognition accuracy of overlapping targets while keeping the test speed unchanged, reduces the decay rate of recognition ability under different resolutions, and strengthens the robustness of the algorithm. The real test experiments prove that, relative to the original algorithm, the improved algorithm improves the recognition accuracy of overlapping targets by 2.5 stability under different video resolutions by 27.01

READ FULL TEXT

page 2

page 3

page 4

page 6

page 7

page 8

research
06/11/2018

The Research of the Real-time Detection and Recognition of Targets in Streetscape Videos

This study proposes a method for the real-time detection and recognition...
research
12/16/2021

Improved YOLOv5 network for real-time multi-scale traffic sign detection

Traffic sign detection is a challenging task for the unmanned driving sy...
research
11/09/2020

An improved helmet detection method for YOLOv3 on an unbalanced dataset

The YOLOv3 target detection algorithm is widely used in industry due to ...
research
12/27/2019

A single target tracking algorithm based on Generative Adversarial Networks

In the single target tracking field, occlusion leads to the loss of trac...
research
04/16/2021

Occlusion-aware Visual Tracker using Spatial Structural Information and Dominant Features

To overcome the problem of occlusion in visual tracking, this paper prop...
research
02/22/2022

VADOI:Voice-Activity-Detection Overlapping Inference For End-to-end Long-form Speech Recognition

While end-to-end models have shown great success on the Automatic Speech...
research
02/22/2023

Invariant Target Detection in Images through the Normalized 2-D Correlation Technique

The normalized 2-D correlation technique is a robust method for detectin...

Please sign up or login with your details

Forgot password? Click here to reset