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      • Online multi-object tracking via robust collaborative model and sample selection

        Naiel, Mohamed A.,Ahmad, M. Omair,Swamy, M.N.S.,Lim, Jongwoo,Yang, Ming-Hsuan Elsevier 2017 Computer vision and image understanding Vol.154 No.-

        <P><B>Abstract</B></P> <P>The past decade has witnessed significant progress in object detection and tracking in videos. In this paper, we present a collaborative model between a pre-trained object detector and a number of single-object online trackers within the particle filtering framework. For each frame, we construct an association between detections and trackers, and treat each detected image region as a key sample, for online update, if it is associated to a tracker. We present a motion model that incorporates the associated detections with object dynamics. Furthermore, we propose an effective sample selection scheme to update the appearance model of each tracker. We use discriminative and generative appearance models for the likelihood function and data association, respectively. Experimental results show that the proposed scheme generally outperforms state-of-the-art methods.</P>

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        Growth, carcass traits, immunity and oxidative status of broilers exposed to continuous or intermittent lighting programs

        Ghanima, Mahmoud M. Abo,El-Hack, Mohamed E. Abd,Abougabal, Mohammed Sh.,Taha, Ayman E.,Tufarelli, Vincenzo,Laudadio, Vito,Naiel, Mohammed A.E. Asian Australasian Association of Animal Productio 2021 Animal Bioscience Vol.34 No.7

        Objective: An experiment was conducted to investigate the continuous and intermittent lighting program effects on terms of the productive performance, carcass traits, blood biochemical parameters, innate immune and oxidative status in broiler chicks. Methods: A total of 600 Cobb-500 one day old chicks were randomly allocated into six equal groups (100 chicks per treated group with five replicates of 20 chicks each) based on lighting program; 22 continuous lighting (22 C), 11 h lighting+1 darkness twice daily (11 L/1 D), 20 h continuous lighting (20 C), 5 h lighting+1 darkness four times daily (5 L/1 D), 18 h continuous lighting (18 C) and the final group subjected for 3 h lighting+1 h darkness six times daily (3 L/1 D). The experimental period lasted 42 days. Results: Compared with those under the intermittent light program, broiler chicks exposed to continuous lighting for 22 h had significant improvement in live body weight and carcass (dressing and breast percentage) measured traits. Though reducing lighting hours significantly reduced feed intake and feed conversion ratio values. Different lighting programs revealed no significant effect on all blood biochemical parameters. Oxidative stress and innate immunity parameters significantly enhance by reducing lighting hours (3L/1D). Conclusion: The findings suggest that reducing lighting hours up to 3L/1D would be more useful in enhancing feed efficiency, innate immunity, and oxidative status compared with continuous lighting programs on broilers.

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