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Comparison of mAP50-95 value.

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posted on 2025-07-18, 17:26 authored by Persiya J., Sasithradevi A
<p>Compares mAP50-95 across YOLO variants on raw, CLAHE-enhanced, and LHE + Bilateral filtered thermal images, with and without augmentation. Enhancements and augmentation improve detection accuracy, with YOLOv8 and YOLOv9 achieving the best performance.</p>

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    DOI - Is supplement to Synergistic fusion: An integrated pipeline of CLAHE, YOLO models, and advanced super-resolution for enhanced thermal eye detection

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    subjective quality measuresimprove image claritydetected eye regionsenhanced images achievedaccurate eye detectioninvestigate various superimage processing techniquesadvanced yolo modelseye detectionyolo modelsthermal imagesadvanced superwork demonstrateswork addressesunique datasetthermal datasynergistic fusionproposed pipelineoften hinderedmultifaceted approachintegrated pipelineinherent limitationsincluding biometricsfirst introduceexperiments revealevaluated usingdriver monitoringdiverse applicationsdeep learningcomputer interaction801 ),

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