FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4377139584> ?p ?o ?g. }

• W4377139584 endingPage "4906" @default.
• W4377139584 startingPage "4906" @default.
• W4377139584 abstract "Pedestrian tracking is a challenging task in the area of visual object tracking research and it is a vital component of various vision-based applications such as surveillance systems, human-following robots, and autonomous vehicles. In this paper, we proposed a single pedestrian tracking (SPT) framework for identifying each instance of a person across all video frames through a tracking-by-detection paradigm that combines deep learning and metric learning-based approaches. The SPT framework comprises three main modules: detection, re-identification, and tracking. Our contribution is a significant improvement in the results by designing two compact metric learning-based models using Siamese architecture in the pedestrian re-identification module and combining one of the most robust re-identification models for data associated with the pedestrian detector in the tracking module. We carried out several analyses to evaluate the performance of our SPT framework for single pedestrian tracking in the videos. The results of the re-identification module validate that our two proposed re-identification models surpass existing state-of-the-art models with increased accuracies of 79.2% and 83.9% on the large dataset and 92% and 96% on the small dataset. Moreover, the proposed SPT tracker, along with six state-of-the-art (SOTA) tracking models, has been tested on various indoor and outdoor video sequences. A qualitative analysis considering six major environmental factors verifies the effectiveness of our SPT tracker under illumination changes, appearance variations due to pose changes, changes in target position, and partial occlusions. In addition, quantitative analysis based on experimental results also demonstrates that our proposed SPT tracker outperforms the GOTURN, CSRT, KCF, and SiamFC trackers with a success rate of 79.7% while beating the DiamSiamRPN, SiamFC, CSRT, GOTURN, and SiamMask trackers with an average of 18 tracking frames per second." @default.
• W4377139584 created "2023-05-21" @default.
• W4377139584 creator A5045649160 @default.
• W4377139584 creator A5051016068 @default.
• W4377139584 creator A5051733113 @default.
• W4377139584 creator A5060884034 @default.
• W4377139584 creator A5071180330 @default.
• W4377139584 creator A5077000100 @default.
• W4377139584 date "2023-05-19" @default.
• W4377139584 modified "2023-10-18" @default.
• W4377139584 title "SPT: Single Pedestrian Tracking Framework with Re-Identification-Based Learning Using the Siamese Model" @default.
• W4377139584 cites W1857884451 @default.
• W4377139584 cites W1892578678 @default.
• W4377139584 cites W1950935069 @default.
• W4377139584 cites W1964846093 @default.
• W4377139584 cites W1982925187 @default.
• W4377139584 cites W1991452654 @default.
• W4377139584 cites W1995903777 @default.
• W4377139584 cites W2013996424 @default.
• W4377139584 cites W2014987111 @default.
• W4377139584 cites W2068042582 @default.
• W4377139584 cites W2077513643 @default.
• W4377139584 cites W2081021369 @default.
• W4377139584 cites W2089074647 @default.
• W4377139584 cites W2089515781 @default.
• W4377139584 cites W2115669554 @default.
• W4377139584 cites W2154582212 @default.
• W4377139584 cites W2154889144 @default.
• W4377139584 cites W2183341477 @default.
• W4377139584 cites W2194775991 @default.
• W4377139584 cites W2200528286 @default.
• W4377139584 cites W2291533986 @default.
• W4377139584 cites W2302502886 @default.
• W4377139584 cites W2395579298 @default.
• W4377139584 cites W2398559041 @default.
• W4377139584 cites W2408241409 @default.
• W4377139584 cites W2490270993 @default.
• W4377139584 cites W2502225121 @default.
• W4377139584 cites W2512085719 @default.
• W4377139584 cites W2531409750 @default.
• W4377139584 cites W2538619708 @default.
• W4377139584 cites W2594605677 @default.
• W4377139584 cites W2752491427 @default.
• W4377139584 cites W2768610172 @default.
• W4377139584 cites W2792373886 @default.
• W4377139584 cites W2798775284 @default.
• W4377139584 cites W2801227907 @default.
• W4377139584 cites W2809997536 @default.
• W4377139584 cites W2886910176 @default.
• W4377139584 cites W2896888563 @default.
• W4377139584 cites W2942355017 @default.
• W4377139584 cites W2949473159 @default.
• W4377139584 cites W2954765307 @default.
• W4377139584 cites W2962706983 @default.
• W4377139584 cites W2963049565 @default.
• W4377139584 cites W2963163009 @default.
• W4377139584 cites W2963227409 @default.
• W4377139584 cites W2963842104 @default.
• W4377139584 cites W2963854930 @default.
• W4377139584 cites W2963871233 @default.
• W4377139584 cites W2964111344 @default.
• W4377139584 cites W2964130064 @default.
• W4377139584 cites W2964253307 @default.
• W4377139584 cites W2966535964 @default.
• W4377139584 cites W2970938561 @default.
• W4377139584 cites W2978367588 @default.
• W4377139584 cites W2986093954 @default.
• W4377139584 cites W2999326422 @default.
• W4377139584 cites W3044326989 @default.
• W4377139584 cites W3080427797 @default.
• W4377139584 cites W3082706419 @default.
• W4377139584 cites W3102624093 @default.
• W4377139584 cites W3106754126 @default.
• W4377139584 cites W3118212025 @default.
• W4377139584 cites W3123635396 @default.
• W4377139584 cites W3136038792 @default.
• W4377139584 cites W3195373975 @default.
• W4377139584 cites W3204330270 @default.
• W4377139584 cites W345900524 @default.
• W4377139584 cites W4213434175 @default.
• W4377139584 cites W4287847597 @default.
• W4377139584 cites W4287887191 @default.
• W4377139584 cites W82130502 @default.
• W4377139584 cites W2910483399 @default.
• W4377139584 cites W2924139607 @default.
• W4377139584 doi "https://doi.org/10.3390/s23104906" @default.
• W4377139584 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37430819" @default.
• W4377139584 hasPublicationYear "2023" @default.
• W4377139584 type Work @default.
• W4377139584 citedByCount "0" @default.
• W4377139584 crossrefType "journal-article" @default.
• W4377139584 hasAuthorship W4377139584A5045649160 @default.
• W4377139584 hasAuthorship W4377139584A5051016068 @default.
• W4377139584 hasAuthorship W4377139584A5051733113 @default.
• W4377139584 hasAuthorship W4377139584A5060884034 @default.
• W4377139584 hasAuthorship W4377139584A5071180330 @default.
• W4377139584 hasAuthorship W4377139584A5077000100 @default.
• W4377139584 hasBestOaLocation W43771395841 @default.

• next