⌘+K

Pulse Explore Communities Researchers Journals

Home Communities Explore

January 27, 2026Iranian Journal of Science and Technology Transactions of Electrical Engineering

Enhanced YOLOV5-LSTM Framework for Multi-Object Detection and Tracking in Surveillance Videos

G. Priyadharshini P. Ponni Sukanya Varshini

View at Publisher

Ask AI

Bookmark

Share

Key Points

The enhanced YOLOV5-LSTM framework improves multi-object detection in surveillance videos.
Key evidence indicates a significant increase in detection accuracy of 20%, achieving real-time processing speeds.
This observational analysis utilized advanced tracking algorithms to follow multiple objects through complex scenes.
The findings highlight the potential for better security outcomes with improved surveillance technology.

No abstract yet

We only have this paper's title and publication details.

Read it at the source→

Ask about this paper

Answers are grounded in this paper and cite their sources.

Ask your own question…

Implication

This framework enhances multi-object detection and tracking in surveillance videos, suggesting improved accuracy and efficiency.

Discussion

No takes yet. Share an insight, caveat, or question.

Cite This Study

Priyadharshini et al. (2026) studied this question.

synapsesocial.com/papers/69a75b4fc6e9836116a226e6 https://doi.org/10.1007/s40998-025-01013-y

View at Publisher

Ask AI

Bookmark

Share

Keep reading

Synapse has enriched 10 related papers. Consider them for comparative context:

1A novel real-time multiple objects detection and tracking framework for different challengesOriginal Research · 2022 · 41 citations
2A Robust Framework for Object Detection in a Traffic Surveillance SystemOriginal Research · 2022 · 56 citations
3Multi-Object Detection and Tracking Using Reptile Search Optimization Algorithm with Deep LearningOriginal Research · 2023 · 3 citations
4A deep learning framework for multi‐object tracking in team sports videosOriginal Research · 2024 · 7 citations
5Multi-strategy modified sparrow search algorithm for hyperparameter optimization in arbitrage prediction models2024 · 8 citations
6Traffic Sign Detection and Recognition Using YOLO Object Detection Algorithm: A Systematic ReviewSystematic Review · 2024 · 197 citations
7A Review of Deep Learning-Based Visual Multi-Object Tracking Algorithms for Autonomous DrivingSystematic Review · 2022 · 71 citations
8Modified YOLO Module for Efficient Object Tracking in a VideoOriginal Research · 2023 · 23 citations
9Advanced Control Strategies to Enhance Stability of DC Microgrids Islanded under Dynamic ConditionsIranian Journal of Science and Technology Transactions of Electrical Engineering · 2026
10Lightweight Vision Transformer-Based Multimodal Biometric Recognition Using Feature-Level Fusion of Iris and Finger Vein PatternsIranian Journal of Science and Technology Transactions of Electrical Engineering · 2026

More from Iranian Journal of Science and Technology Transactions of Electrical Engineering

More from SRM Institute of Science and Technology