mlsanityData to 14 Oct 2026

Real-time Video Target Tracking Algorithm Utilizing Convolutional Neural Networks (CNN)

arXiv 2411.18314 ↗First posted 27 Nov 2024cs.CVcited by 4

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Abstract (arXiv)

Thispaperaimstoresearchandimplementa real-timevideotargettrackingalgorithmbasedon ConvolutionalNeuralNetworks(CNN),enhancingthe accuracyandrobustnessoftargettrackingincomplex scenarios.Addressingthelimitationsoftraditionaltracking algorithmsinhandlingissuessuchastargetocclusion,morphologicalchanges,andbackgroundinterference,our approachintegratestargetdetectionandtrackingstrategies.It continuouslyupdatesthetargetmodelthroughanonline learningmechanismtoadapttochangesinthetarget's appearance.Experimentalresultsdemonstratethat,when dealingwithsituationsinvolvingrapidmotion,partial occlusion,andcomplexbackgrounds,theproposedalgorithm exhibitshighertrackingsuccessratesandlowerfailurerates comparedtoseveralmainstreamtrackingalgorithms.This studysuccessfullyappliesCNNtoreal-timevideotarget tracking,improvingtheaccuracyandstabilityofthetracking algorithmwhilemaintaininghighprocessingspeeds,thus meetingthedemandsofreal-timeapplications.Thisalgorithm isexpectedtoprovidenewsolutionsfortargettrackingtasksin videosurveillanceandintelligenttransportationdomains.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 21 of its 39 references that are in the map. First posted on arXiv 27 Nov 2024.

Builds on

21 of 39 references.

References · 21

  1. 2023Dynamic Conceptional Contrastive Learning for Generalized Category Discoverycited by 92
  2. 2021Lifelong Person Re-Identification via Adaptive Knowledge Accumulationcited by 57
  3. 2023Federated Generalized Category Discoverycited by 27
  4. 2024A Multimodal Fusion Network For Student Emotion Recognition Based on Transformer and Tensor Productcited by 22
  5. 2024Real-Time Pill Identification for the Visually Impaired Using Deep Learningcited by 21
  6. 2024TD3 Based Collision Free Motion Planning for Robot Navigationcited by 20
  7. 2024Dynamic Fraud Detection: Integrating Reinforcement Learning into Graph Neural Networkscited by 19
  8. 2024Research on Autonomous Driving Decision-making Strategies based Deep Reinforcement Learningcited by 17
  9. 2021Recurrent Neural Network from Adder's Perspective: Carry-lookahead RNNcited by 16
  10. 2024YOLO-PPA based Efficient Traffic Sign Detection for Cruise Control in Autonomous Drivingcited by 16
  11. 2024A Neural Matrix Decomposition Recommender System Model based on the Multimodal Large Language Modelcited by 12
  12. 2024Autonomous Navigation of Unmanned Vehicle Through Deep Reinforcement Learningcited by 12
9 more
  1. 2024Infrared Image Super-Resolution via Lightweight Information Split Networkcited by 11
  2. 2024Machine Learning-Based Research on the Adaptability of Adolescents to Online Educationcited by 11
  3. 2024DRAL: Deep Reinforcement Adaptive Learning for Multi-UAVs Navigation in Unknown Indoor Environmentcited by 11
  4. 2024Research on Improved U-net Based Remote Sensing Image Segmentation Algorithmcited by 10
  5. 2024Deep Learning Powered Estimate of The Extrinsic Parameters on Unmanned Surface Vehiclescited by 9
  6. 2024Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Datacited by 9
  7. 2024Comprehensive Overview of Artificial Intelligence Applications in Modern Industriescited by 6
  8. 2024Artistic Neural Style Transfer Algorithms with Activation Smoothingcited by 3
  9. 2024Improved Unet model for brain tumor image segmentation based on ASPP-coordinate attention mechanismcited by 2

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Cited by year

Citing papers per year: 2025: 4.

4 papers.

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  2. 2025Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systemscited by 6
  3. 2025Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systemscited by 3
  4. 2025LLM-Augmented Symptom Analysis for Cardiovascular Disease Risk Prediction: A Clinical NLPcited by 2