Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"DeepSort"”.
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Human Detection for Flood Rescue: Application of YOLOv5 Algorithm and DeepSort Object Tracking
This thesis proposes a method of human detection using high-resolution surveillance cameras to monitor sections of the Chattahoochee River that require frequent search and rescue efforts due to flooding. The areas of interest are located in the city of Columbus, Georgia. The goals of this study are …
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Yield estimation and smart harvesting for precision agriculture using deep learning
… yield estimation by using a tracking model, DeepSORT, that can keep track of detected fruits for accurate counting. We modified the original DeepSORT algorithm to work efficiently on different fruits without the need for retraining. The proposed framework also provides assistance for smart …
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Deep learning-based fine-tuned multi-vehicle tracking with classification correction
… the fine-tuned classifier and the tracker (DeepSort). Then the detector with the highest accuracy (Yolov3) was trained on the localization dataset. 90% of the ResNet classifier knowledge was distilled successfully in the final trained Yolov3 model. The tracker classification accuracy was …
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Deep learning-based framework for traffic estimation for the MLK Smart Corridor in downtown Chattanooga, TN
… of 0.69. For re-identification, we refined the DeepSort tracker, a tracking-by-detection model. We incorporated a Siamese network in place of its default feature extractor. Both models were trained on the UA-DETRAC dataset, tested on KITTI, revealing a 71\% reduction in the IDSW rate with our …