![]() ![]() Experimental results based on the several database confirm that KISS+ and G-KISS have made great progress in improving the matching rate of person Re-ID, which fully shows that virtual samples are really effective for alleviating the small sample size problem in person Re-ID.īio-sketch: Hua Han (M’14) received her B.S. The proposed method can clearly increase the magnitude of otherwise small eigenvalues, help to stabilize the estimation of inverse of various covariance matrices and finally alleviate the small sample size problem. The proposed algorithms respectively use Orthogonal Basis Vector and Genetic Algorithm (GA) to directly generate virtual features (corresponding to fake samples) on the dimension-reduced sample features, which eliminates the process of re-extracting features of new generated virtual samples and save time. In order to achieve this goal, this work proposes the hypothesis that virtual samples can alleviate the problem, and propose two new algorithms named KISS+ and G-KISS. If we can fundamentally increase the number of samples and stabilize these estimations, then the small sample size problem is alleviated. Such eigenvalues can cause instability of estimations to the inverse of covariance matrices, which would result in poor performance. Although it has achieved convincing performance in some practical applications, KISSME encounters a small sample size problem in calculating various classes of covariance matrices, which results in their too small eigenvalues. Among many ways to solve it, keep it simple and straightforward (KISS) metric learning (KISSME) has received great attention. Person re-identification (ReID) is a very challenging and unavoidable problem in the field of multi-camera surveillance. Place: ECEC 202 (Intersection between Warren St. & Associate Professor, Donghua University What makes Straumann Smart so unique is the synergy, efficiency and simplicity that the six key elements deliver to provide a holistic solution.Keep It Simple and Straightforward Metric Learning (KISSME) for Person Re-Identification Smart helps General Dental Practitioners to enter the world of implant dentistry to establish and grow their implant business quickly and with confidence. ![]() Straumann Smart is specifically designed to help less experienced dentists get off to a quick start by providing solutions to meet the needs of the majority of cases, i.e. Smart helps dentists gain hands-on experience, refresh their knowledge and improve their skills to instill confidence quickly. ![]() To enable dentists to successfully start and continue to place or restore dental implants in the most common, straightforward cases, Straumann® has developed Smart, a unique and holistic solution that combines clinical education, hands-on product training, e-learning and the opportunity to benefit from one-to-one supervision by an experienced mentor. ![]() Posterior single-tooth replacement accounts for 36%, small posterior bridges account for 14% and simple, removable edentulous implant solutions account for 14% of all dental implants placed by GPs. Straightforward cases include: replacement of single or small multiple teeth in the posterior region, in patients with no contraindications in the non-esthetic zones. Did you know that of all dental implants placed by General Dental Practitioners, 64% are in straightforward indications? ![]()
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