Deep Neural Network and Data Augmentation Methodology for off-axis iris segmentation in wearable headsets

A data augmentation methodology is presented and applied to generate a large dataset of off-axis iris regions and train a low-complexity deep neural network. Although of low complexity the resulting network achieves a high level of accuracy in iris region segmentation for challenging off-axis eye-patches. Interestingly, this network is also shown to achieve high levels of performance for regular, frontal, segmentation of iris regions, comparing favorably with state-of-the-art techniques of significantly higher complexity. Due to its lower complexity, this network is well suited for deployment in embedded applications such as augmented and mixed reality headsets

Re-Training StyleGAN -- A First Step Towards Building Large, Scalable Synthetic Facial Datasets

StyleGAN is a state-of-art generative adversarial network architecture that generates random 2D high-quality synthetic facial data samples. In this paper, we recap the StyleGAN architecture and training methodology and present our experiences of retraining it on a number of alternative public datasets. Practical issues and challenges arising from the retraining process are discussed. Tests and validation results are presented and a comparative analysis of several different re-trained StyleGAN weightings is provided 1. The role of this tool in building large, scalable datasets of synthetic facial data is also discussed

Bladder neck preservation during classic laparoscopic radical prostatectomy : point of technique and preliminary results

INTRODUCTION: Stress urinary incontinence after radical prostatectomy for prostate cancer organ-confined patients can significantly affect quality of life. The article presents a technique of bladder neck preservation, because it is believed that this point is one of many crucial points responsible for fast recovery of continence after laparoscopic radical prostatectomy (LRP). MATERIAL AND METHODS: Laparoscopic radical prostatectomy with the intention of bladder neck preservation was performed in 194 patients of clinically organ-confined prostate cancer (cT2 ≤ N0M0). The working space was done by tissues-fingers dissections and insufflation of the cavity under full visual control, without the Gaur-balloon device. We insert two 10 mm trocars, three trocars of 5 mm and both 0° and 30° laparoscopes. The most important points of technique include: identification of landmarks of bladder neck and prostate base; dissection of muscle fibres of the very superficial bladder wall; mobilization of the posterior part of the urethra and simultaneous seminal vesicles release; neuro-vascular bundles preservation. This procedure resulted in a long bladder neck which can be easily anastomosed with the urethra. Tension-free and end-to-end (bladder neck-urethra) anastomosis are the results. RESULTS: In all cases radical prostatectomy was performed laparoscopically in the extraperitoneal space. There were no complications of bladder neck preservation during laparoscopic radical prostatectomy (LRP) apart from 22 cases with a large medium lobe. The mean time of operation was 150 min (110-210 min). The mean blood loss during LRP was 150 ml (110-350 ml). Blood transfusion was not necessary. There were no postoperative complications. Mean hospitalization time was 5 days. Pathological result of the postoperative specimens was pT2a in 30%, pT2b in 60%, pT3a in 6%, and pT3b in 4% of patients. In 7% of patients a positive surgical margin was affirmed, but the bladder neck was not affected in any case. Full continence after 3, 6, and 12 months was observed in 75%, 85%, and 92% of analysed patients, respectively. CONCLUSIONS: Bladder neck preservation during LRP is an effective, safe procedure that offers good functional results based on fast recovery of continence. Bladder neck preservation offers full tight anastomosis, especially in cases with no large median lobe of prostatic adenoma. Continence of patients who underwent bladder neck preservation was improved during short-term follow-up. Long-term results are still not conclusive. We think that this technique applied to laparoscopy will finally result in real progress of continence preservation after radical prostatectomy, but larger groups of patients have to be compared

Interventional Management of a Renal Cell Carcinoma by Radiofrequency Ablation with Tagging and Cooling

Over the last few years, percutaneous radiofrequency (RF) ablation has been successfully established as a viable treatment modality for small peripheral renal cell carcinoma (RCC). This technique is limited by central tumor location and tumor size. We report the interventional management of a 5.3 cm mixed RCC with central and exophytic parts by combining the RF ablation with embolization, tagging, and retrograde, as well as anterograde cooling. The potential pitfalls of complex hybrid interventions for treating RCC are discussed