Objective Classes for Micro-Facial Expression Recognition

Micro-expressions are brief spontaneous facial expressions that appear on a face when a person conceals an emotion, making them different to normal facial expressions in subtlety and duration. Currently, emotion classes within the CASME II dataset are based on Action Units and self-reports, creating conflicts during machine learning training. We will show that classifying expressions using Action Units, instead of predicted emotion, removes the potential bias of human reporting. The proposed classes are tested using LBP-TOP, HOOF and HOG 3D feature descriptors. The experiments are evaluated on two benchmark FACS coded datasets: CASME II and SAMM. The best result achieves 86.35\% accuracy when classifying the proposed 5 classes on CASME II using HOG 3D, outperforming the result of the state-of-the-art 5-class emotional-based classification in CASME II. Results indicate that classification based on Action Units provides an objective method to improve micro-expression recognition.Comment: 11 pages, 4 figures and 5 tables. This paper will be submitted for journal revie

Hybrid Region-based Image Compression Scheme for Mamograms and Ultrasound Images

The need for transmission and archive of mammograms and ultrasound Images has dramatically increased in tele-healthcare applications. Such images require large amount of' storage space which affect transmission speed. Therefore an effective compression scheme is essential. Compression of these images. in general. laces a great challenge to compromise between the higher compression ratio and the relevant diagnostic information. Out of the many studied compression schemes. lossless . IPl. (i- LS and lossy SPII IT are found to he the most efficient ones. JPEG-LS and SI'll IT are chosen based on a comprehensive experimental study carried on a large number of mammograms and ultrasound images of different sizes and texture. The lossless schemes are evaluated based on the compression ratio and compression speed. The distortion in the image quality which is introduced by lossy methods evaluated based on objective criteria using Mean Square Error (MSE) and Peak signal to Noise Ratio (PSNR). It is found that lossless compression can achieve a modest compression ratio 2: 1 - 4: 1. bossy compression schemes can achieve higher compression ratios than lossless ones but at the price of the image quality which may impede diagnostic conclusions. In this work, a new compression approach called Ilvbrid Region-based Image Compression Scheme (IIYRICS) has been proposed for the mammograms and ultrasound images to achieve higher compression ratios without compromising the diagnostic quality. In I LYRICS, a modification for JPI; G-LS is introduced to encode the arbitrary shaped disease affected regions. Then Shape adaptive SPIT IT is applied on the remaining non region of interest. The results clearly show that this hybrid strategy can yield high compression ratios with perfect reconstruction of diagnostic relevant regions, achieving high speed transmission and less storage requirement. For the sample images considered in our experiment, the compression ratio increases approximately ten times. However, this increase depends upon the size of the region of interest chosen. It is also föund that the pre-processing (contrast stretching) of region of interest improves compression ratios on mammograms but not on ultrasound images

Effects of Novel Synthetic Nucleosides as Anti-Tumor Agents on Human Acute Promyelocytic Leukemia Cell Line (HL-60)

Nucleosides and their analogs are considered a clinically proven class of therapeutic agents possessing anticancer and antiviral activity. Several trifluoromethyl-substituted pyrazole N-nucleosides (coded NIA, NIIA and NIIA) and their nucleobases were synthesized and tested for the ability to induce apoptosis in acute human promyelocytic cell line (HL-60). The growth and proliferation of HL-60 was more effectively inhibited by NIA, NIIA and their nucleobases compared to NIIIA and its nucleobase. In addition, DNA fragmentation was detected in a concentration-dependent manner as a result of nucleosides treatment. A caspase-3-dependent apoptosis was observed based on the Western blot analysis of poly-ADP-ribose polymerase (PARP) and caspase-3. Nucleosides and nucleobases also trigger the release of cytochrome-c from the mitochondria by disruption of mitochondrial membrane potential and ROS formation. Furthermore, the use of zDEVD-fmk (caspase-3 inhibitor) and zLEHD-fmk (caspase-9 inhibitor) resulted in an inhibition of the activity of caspase-3 and 9, accompined with no change in the activity of caspase-8 after the use of zIETD-fmk (casapse-8 inhibitor). These findings implicate the involvement of the caspase-9-dependent mitochondrial pathway. Treatment with nucleosides also resulted in a concentration-dependent upregulation and translocation of the proapoptotic molecule Bax, increased expression of other proapoptotic proteins Bad, Bak, decreased expression of antiapoptotic proteins (i.e. Bcl-2 and Bcl-xL), and enhancement of p53 expression. Moreover, treatment with these agents resulted in accumulation of cells in the G0-G1 phase of the cell cycle, indicating the degradation of the cellular DNA. Interestingly, these nucleosides were found to posses anti-histone deacetyl transferase(s) (HDACs) potential, which is an exciting turn in cancer therapy. This conclusion was based on the observed decease in the expressed level of HDAC-1, -2 and -3. Our results suggest that these novel synthetic nucleosides can induce apoptosis via the mitochondrial pathway, and therefore they could be considered as candidate anti-tumor agents

Histopathological pattern of gynaecological malignancies: National Health Laboratory (NHL), Sudan

Gynaecological malignancies (GM) is a common cancer problem in both developing and developed countries .The burden of GM is more critical in developing countries, this is due to lack or deficient screening and late clinical presentation. The aim of this study is to study the histopathological pattern of GM in the NHL (National Health Laboratory) Sudan. Material &Methods: Clinical data, histopathological reports, stained tissue slides of patients diagnosed histologically as GM were revised from the archive of the department of histopathology and cytology at the NHL .Results: 372 patients diagnosed histologically as GM from 1st Jan 2009-31st Dec to the 1st Jan 2013 were studied. The commonest GM histological type was cervical malignancies, followed by ovarian, endometrial, vaginal, vulvar, choriocarcinoma and tubal cancer respectively .Conclusion: There is an urgent need for screening, early detection and prompt management for GM.Keywords: ,

Pattern of Endoscopic Findings of Upper Gastrointestinal Tract in Omdurman Teaching Hospital, Sudan

Background: The pattern of endoscopic findings of upper gastrointestinal tract (UGT) including gastro esophageal reflux (GERD), peptic ulcer diseases (PU), and upper gastrointestinal malignancies was not studied recently in Sudan.Objectives: The aim of this study is to know the pattern of endoscopic findings of upper gastrointestinal tract.Materials and Methods: This is a cross-sectional descriptive study which was conducted during the period from March to September 2013, at endoscopy unit in Omdurman Teaching Hospital. All patients referred for upper gastrointestinal endoscopy were included in the study.Results: A total of 390 subjects was enrolled in the study.56.4% were females; the male to female ratio was 1.3:1, their ages ranged from 11 to 80 years old with a mean age of 50.2 years. The most common endoscopic findings in the study group was Gastritis 54.9% followed by esophagitis 42%, peptic ulcer diseases 21%, esophageal varices 13.8% and upper gastrointestinal tumors (esophageal and gastric) 13.2 %. Normal findings were found in 3% of all patients in the study group.Conclusion: Upper gastrointestinal disorders are more common in Sudan compared to other countries. Esophageal varices and upper gastrointestinal malignancies are increasing compared to previous studies. Further studies are required to characterize abnormalities of upper gastrointestinal tract.Key words: Upper gastro-intestinal endoscopy, Gastritis, Esophagitis, Peptic ulcer, Sudan

Distributed multi-hop reservation scheme for wireless personal area ultra-wideband networks

Ultra-wideband (UWB) technology is a promising technology for multimedia applications in wireless personal area networks (WPANs) that supports very high data rates with lower power transmission for short range communication. The limitation of coverage radius of UWB network necessitates for multihop transmissions. Unfortunately, as the number of hops increases, the quality of service (QoS) degrades rapidly in multihop network. The main goal of this research is to develop and enhance multihop transmission that ensures QoS of real time traffic through the proposed distributed multihop reservation (DMR) scheme. The DMR scheme consists of two modules; distributed multihop reservation protocol (DMRP) and path selection. DMRP incorporates resource reservation, routing and connection setup that are extended on the existing WiMedia Media Access Control protocol (MAC). On the other hand, the path selection determines the optimal path that makes up the multihop route. The path selection selects nodes based on the highest Signal to Interference and Noise Ratio (SINR). The performance of DMR scheme has been verified based on the performance of the video traffic transmission. The main metrics of QoS are measured in terms of Peak Signal- to- Noise ratio (PSNR), End-to-End (E2E) delay, and throughput. The results show that DMRP compared to Multiple Resources Reservation Scheme (MRRS) in six (6) hops transmission has enhanced the average PSNR by 16.5%, reduced the average E2E delay by 14.9% and has increased the throughput by 11.1%. The DMR scheme which is the inclusion of path selection in DMRP has been compared to Link Quality Multihop Relay (LQMR). DMR scheme has improved the video quality transmission by 17.5%, reduced the average E2E delay by 18.6% and enhanced the average throughput by 20.3%. The QoS of six (6) hops transmission employing DMR scheme is almost sustained compared to two hops transmission with the QoS experiencing only slight degradation of about 2.0%. This is a considerable achievement as it is well known that as the number of hops increases the QoS in multihop transmission degrades very rapidly. Thus DMR scheme has shown to significantly improve the performance of real time traffic on UWB multihop network. In general, DMR can be applied to any WPAN network that exploit multihop transmission