In this paper we address the problem of tracking human poses in multiple perspective scales in 2D monocular images/videos. In most state-of-the-art 2D tracking approaches, the issue of scale variation is rarely discus...In this paper we address the problem of tracking human poses in multiple perspective scales in 2D monocular images/videos. In most state-of-the-art 2D tracking approaches, the issue of scale variation is rarely discussed. However in reality, videos often contain human motion with dynamically changed scales. In this paper we propose a tracking framework that can deal with this problem. A scale checking and adjusting algorithm is proposed to automatically adjust the perspective scales during the tracking process. Two metrics are proposed for detecting and adjusting the scale change. One metric is from the height value of the tracked target, which is suitable for some sequences where the tracked target is upright and with no limbs stretching. The other metric employed in this algorithm is more generic, which is invariant to motion types. It is the ratio between the pixel counts of the target silhouette and the detected bounding boxes of the target body. The proposed algorithm is tested on the publicly available datasets (HumanEva). The experimental results show that our method demonstrated higher accuracy and efficiency compared to state-of-the-art approaches.展开更多
AIM:To evaluate the safety and efficacy of human embryonic stem cells(h ESCs)for the management of type 2 diabetes mellitus(T2DM).METHODS:Patients with a previous history of diabetes and its associated complications w...AIM:To evaluate the safety and efficacy of human embryonic stem cells(h ESCs)for the management of type 2 diabetes mellitus(T2DM).METHODS:Patients with a previous history of diabetes and its associated complications were enrolled and injected with hE SC lines as per the defined protocol.The patients were assessed using Nutech functional score(NFS),a numeric scoring scale to evaluate the patients for 11 diagnostic parameters.Patients were evaluated at baseline and at the end of treatment period 1(T1).All the parameters were graded on the NFS scale from 1to 5.Highest possible grade(HPG)of 5 was considered as the grade of best improvement.RESULTS:Overall,94.8%of the patients showed improvement by at least one grade of NFS at the end of T1.For all the 11 parameters evaluated,54%of patients achieved HPG after treatment.The four essential parameters(improvement in glycated hemoglobin(HbA 1c)and insulin level,and fall in number of other oral hypoglycemic drugs with and without insulin)are presented in detail.For Hb A1c,72.6%of patients at the end of T1 met the World Health Organization cut off value,i.e.,6.5%of HbA 1c.For insulin level,65.9%of patients at the end of T1 were able to achieve HPG.After treatment,the improvement was seen in 16.3%of patients who required no more than two medications along with insulin.Similarly,21.5%of patients were improved as their dosage regimen for using oral drugs was reduced to 1-2 from 5.CONCLUSION:hE SC therapy is beneficial in patients with diabetes and helps in reducing their dependence on insulin and other medicines.展开更多
文摘In this paper we address the problem of tracking human poses in multiple perspective scales in 2D monocular images/videos. In most state-of-the-art 2D tracking approaches, the issue of scale variation is rarely discussed. However in reality, videos often contain human motion with dynamically changed scales. In this paper we propose a tracking framework that can deal with this problem. A scale checking and adjusting algorithm is proposed to automatically adjust the perspective scales during the tracking process. Two metrics are proposed for detecting and adjusting the scale change. One metric is from the height value of the tracked target, which is suitable for some sequences where the tracked target is upright and with no limbs stretching. The other metric employed in this algorithm is more generic, which is invariant to motion types. It is the ratio between the pixel counts of the target silhouette and the detected bounding boxes of the target body. The proposed algorithm is tested on the publicly available datasets (HumanEva). The experimental results show that our method demonstrated higher accuracy and efficiency compared to state-of-the-art approaches.
文摘AIM:To evaluate the safety and efficacy of human embryonic stem cells(h ESCs)for the management of type 2 diabetes mellitus(T2DM).METHODS:Patients with a previous history of diabetes and its associated complications were enrolled and injected with hE SC lines as per the defined protocol.The patients were assessed using Nutech functional score(NFS),a numeric scoring scale to evaluate the patients for 11 diagnostic parameters.Patients were evaluated at baseline and at the end of treatment period 1(T1).All the parameters were graded on the NFS scale from 1to 5.Highest possible grade(HPG)of 5 was considered as the grade of best improvement.RESULTS:Overall,94.8%of the patients showed improvement by at least one grade of NFS at the end of T1.For all the 11 parameters evaluated,54%of patients achieved HPG after treatment.The four essential parameters(improvement in glycated hemoglobin(HbA 1c)and insulin level,and fall in number of other oral hypoglycemic drugs with and without insulin)are presented in detail.For Hb A1c,72.6%of patients at the end of T1 met the World Health Organization cut off value,i.e.,6.5%of HbA 1c.For insulin level,65.9%of patients at the end of T1 were able to achieve HPG.After treatment,the improvement was seen in 16.3%of patients who required no more than two medications along with insulin.Similarly,21.5%of patients were improved as their dosage regimen for using oral drugs was reduced to 1-2 from 5.CONCLUSION:hE SC therapy is beneficial in patients with diabetes and helps in reducing their dependence on insulin and other medicines.
