# Enhancing computer vision systems through integration of attention mechanisms and transformer networks for object detection

> Modern computer vision systems need improved detection methods because their fast development requires them. An exploration takes place to study how attention mechanisms together with transformer networks can boost object detection results. The proposed architecture unites visual attention modules w...

## Metadata
- Authors: Ram Bhawan Singh, Pintu Kumar, Nidhi Dimri, Surbhi Bhardwaj
- Journal: CRC Press eBooks
- Published: 2025-12-03
- DOI: https://doi.org/10.1201/9781003741565-12
- Source: OpenAlex

## Technology Hub
- Hub: Computer Vision
- Discipline: Computer Science / AI
- Hub URL: https://science-database.com/technology/computer-vision
- Hub llms.txt: https://science-database.com/technology/computer-vision/llms.txt

## Abstract
Modern computer vision systems need improved detection methods because their fast development requires them. An exploration takes place to study how attention mechanisms together with transformer networks can boost object detection results. The proposed architecture unites visual attention modules with transformer encoders to apply dual-path attention which handles spatial and channel-wise information processing jointly. A training process used the COCO dataset along with its 118,000 images while testing occurred with 5,000 test images. Through our complete framework we reached 94.7% mAP results in the test dataset which outperformed conventional CNN-based methods by 12.3%. The system delivered exceptional performance when detecting objects hidden by other objects and when dealing with changes in illumination intensity (92.1%). The system operated at 45 frames per second through normal GPU processing. The proposed architectural solution connects traditional computer vision systems to modern transformers networks through design that achieves high practical object detection accuracy with efficient computational performance.

## Links
- DOI: https://doi.org/10.1201/9781003741565-12
- OpenAlex: https://openalex.org/W4416937349
- JSON API: https://science-database.com/api/v1/technology/computer-vision

---
Generated by science-database.com — The Knowledge Interface
Paper ID: oa-W4416937349 | Hub: computer-vision