Application of Intelligent Algorithms in Dynamic Fusion of Graphics and Video

Since videos contain dynamically changing lighting, texture, and depth information, image-video fusion often causes inconsistencies in color tone and light and shadow between images and videos. This study combines intelligent algorithms to solve the problem of inconsistency in multimodal data in dynamic image-video fusion. The study uses deep convolutional neural networks (DCNNs) to repair unnatural areas in image-video fusion and uses VDSR (Very Deep Super Resolution) to enhance the details of image-video fusion. Experimental results show that the SSIM of this method is 0.92, PSNR is 30.8dB, EPI is 0.85, and TC is 0.89, all of which are at excellent levels.

Authors

Publication Details

Published
2025-04-25
DOI
https://doi.org/10.1109/icdcece65353.2025.11035729
Primary Topic
Advanced Vision and Imaging
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Application of Intelligent Algorithms in Dynamic Fusion of Graphics and Video

B. Wang
Advanced Vision and Imaging
article

Application of Intelligent Algorithms in Dynamic Fusion of Graphics and Video

B. Wang
article en

Abstract

Since videos contain dynamically changing lighting, texture, and depth information, image-video fusion often causes inconsistencies in color tone and light and shadow between images and videos. This study combines intelligent algorithms to solve the problem of inconsistency in multimodal data in dynamic image-video fusion. The study uses deep convolutional neural networks (DCNNs) to repair unnatural areas in image-video fusion and uses VDSR (Very Deep Super Resolution) to enhance the details of image-video fusion. Experimental results show that the SSIM of this method is 0.92, PSNR is 30.8dB, EPI is 0.85, and TC is 0.89, all of which are at excellent levels.

Openalex Percentile: Top 88%
Advanced Vision and Imaging
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Application of Intelligent Algorithms in Dynamic Fusion of Graphics and Video — B. Wang · (2025) | TGRS Research Map | TGRS