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Retail commodity detection method based on location learnable visual center mechanism
Published 2023-12-01“…To address the problem of low detection accuracy caused by the difficulty in effectively capturing significant and diversified feature information for packaging deformation and overlap products, a location learnable visual center (LLVC) mechanism was designed to improve YOLOX-s, achieving higher detection accuracy.To effectively deal with product packaging deformation and overlap phenomena, firstly, global context information was captured through a lightweight multi-layer perceptron to help the model better understand spatial information in product features.Secondly, the local feature representation ability was enhanced by the designed LLVC and the spatial information was used to allocate learnable weights for local features to increase the attention of discriminative local features.Finally, the intersection over union (IoU) loss function was replaced with centered intersection over union (CIoU) and power parameters were introduced on this basis to effectively reduce the missed detection rate.Experimental results show that the proposed method achieves an accuracy of 91.3% on the retail product checkout (RPC) dataset, which is 2.2% higher than YOLOX-s and better than current mainstream lightweight object detection algorithms.At the same time, frame per second (FPS) is 97 frame/s, and the model size is 9.48 MB.It can accurately and in real-time detect retail products in scenarios where computing resources are limited.…”
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MODERN TECHNOLOGIES IN FOUNDRY
Published 2004-05-01“…Modern technologies and equipment in foundry worked out in NP RUP uInstitute BelSRIlit” are considered.…”
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The Male Genitalia of Blattaria. 1. Blaberus Spp. (Blaberidae: Blaberinae)
Published 1969-01-01Get full text
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The Courtship Call of Chrysopa Downesi Banks (Neuroptera: Chrysopidae): Its Evolutionary Significance
Published 1979-01-01Get full text
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Phorticolea Boliviæ, a New Myrmecophilous Cockroach From South America
Published 1923-01-01Get full text
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Troubleshooting Cochlear Implant Malfunction Using Neural Response Telemetry and Normal Saline
Published 2024-02-01Get full text
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Erratum to “Solar System Motions and the Cosmological Constant: A New Approach”
Published 2012-01-01Get full text
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The Male Genitalia of Blattaria. IV. Blaberidae Blaberinae
Published 1970-01-01Get full text
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An Effective Iterative Process Utilizing Transcendental Sine Functions for the Generation of Julia and Mandelbrot Sets
Published 2025-01-01“…Moreover, we apply <i>s</i>-convexity to the iteration procedure to construct orbits under convexity conditions, and we present a theorem that determines the condition when a sequence diverges to infinity, known as the escape criterion, for the transcendental sine function <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mo form="prefix">sin</mo><mo>(</mo><msup><mi>u</mi><mi>m</mi></msup><mo>)</mo><mo>−</mo><mi>α</mi><mi>u</mi><mo>+</mo><mi>β</mi></mrow></semantics></math></inline-formula>, where <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>u</mi><mo>,</mo><mi>α</mi><mo>,</mo></mrow></semantics></math></inline-formula><inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>β</mi><mo>∈</mo><mi mathvariant="double-struck">C</mi></mrow></semantics></math></inline-formula> and <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>m</mi><mo>≥</mo><mn>2</mn></mrow></semantics></math></inline-formula>. …”
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Motor Unit Sampling From Intramuscular Micro-Electrode Array Recordings
Published 2025-01-01Get full text
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Structural and functional changes of the heart in patients with coronary heart disease who have had coronavirus disease COVID-19
Published 2024-06-01“…In CHD patients who suffered from COVID-19, there was an increase in the estimated energy expenditure of the LV myocardium: shock work by 14.77 % (U = 461.5; p < 0.05), potential energy by 34.68 % (U = 316.5; p < 0.05) and the pressure-volume zone by 17.78 % (U = 373.0; p < 0.05), which indicates a decrease in the speed of myocardial recovery in long COVID period. …”
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