A Novel Dataset For Intelligent Indoor Object Detection Systems

Indoor Scene understanding and indoor objects detection is a complex high-level task for automated systems applied to natural environments. Indeed, such a task requires huge annotated indoor images to train and test intelligent computer vision applications. One of the challenging questions is to adopt and to enhance technologies to assist indoor navigation for visually impaired people (VIP) and thus improve their daily life quality. This paper presents a new labeled indoor object dataset elaborated with a goal of indoor object detection (useful for indoor localization and navigation tasks). This dataset consists of 8000 indoor images containing 16 different indoor landmark objects and classes. The originality of the annotations comes from two new facts taken into account: (1) the spatial relationships between objects present in the scene and (2) actions possible to apply to those objects (relationships between VIP and an object).This collected dataset presents many specifications and strengths as it presents various data under various lighting conditions and complex image background to ensure more robustness when training and testing objects detectors. The proposed dataset, ready for use, provides 16 vital indoor object classes in order to contribute for indoor assistance navigation for VIP

Carotenoids-rich fatty fractions extraction from tomato industrial by-products, peels and seeds, using supercritical CO₂ green technology

Nowadays, with the expanding awareness about environmental safety, energy security and potential biomass recycling, much effort has been extended towards adding value to biowastes of agri-food industries. In this context, Tunisia was ranked among the first 10 countries in the world for the industrial transformation of tomatoes which resulted in large quantities of by-products, ranging between 20,000 and 30,000 tons per year

Supercritical CO₂ extraction and antioxidant activity of lycopene and β-carotene-enriched oleoresin from tomato ( Lycopersicum esculentum L.) peels by-product of a Tunisian industry

Lycopene and β-carotene were extracted as oleoresin from a Tunisian industrial tomato peels by-product using supercritical CO₂. Experiments were conducted at temperatures of 50–80 °C, pressures of 300–500 bar and flow rates of 3–6 g CO₂/min for 105 min extraction time. The relative extraction yields varied from 32.02% to 60.85% for lycopene and from 28.38% to 58.8% for β-carotene and only the extraction temperature had a statistically significant effect on the process. The supercritical fluid extraction of lycopene from tomato peels by-product was compared to conventional maceration extraction using hexane, ethyl acetate and ethanol. Besides, the influence of the supercritical CO₂ extraction conditions on the extract antioxidant capacity was evaluated using the quenching activity of the free chromogenic radical, 2,2-diphenyl-1-picrylhydrazyl (DPPH). Important correlation coefficients and models were determined to predict the oleoresin, lycopene and β-carotene extraction yields and the relevant DPPH quenching activity as function of the SFE operation parameters. Interestingly, the supercritical CO₂ extracted oleoresin exhibited competitive antiradical activity with the synthetic antioxidant, butylated hydroxytoluene (BHT). Results showed that the Tunisian industrial tomato peels by-product is a potential source of high antioxidative, solvent free and lycopene and β-carotene-enriched oleoresin with promising applications in food and pharmaceutical industries

Biorefinery cascade processing for creating added value on tomato industrial by-products from Tunisia

Background: In today’s consumer perception of industrial processes and food production, aspects like food quality, human health, environmental safety, and energy security have become the keywords. Therefore, much effort has been extended toward adding value to biowastes of agri-food industries through biorefinery processing approaches. This study focused, for the first time, on the valorization of tomato by-products of a Tunisian industry for the recovery of value-added compounds using biorefinery cascade processing. Results: The process integrated supercritical CO2 extraction of carotenoids within the oil fractions from tomato seeds (TS) and tomato peels (TP), followed by a batch isolation of protein from the residues. The remaining lignocellulosic matter from both fractions was then submitted to a liquid hot water (LHW) hydrolysis. Supercritical CO2 experiments extracted 5.79% oleoresin, 410.53 mg lycopene/kg, and 31.38 mg β-carotene/kg from TP and 26.29% oil, 27.84 mg lycopene/kg, and 5.25 mg β-carotene/kg from TS, on dry weights. Protein extraction yields, nearing 30% of the initial protein contents equal to 13.28% in TP and 39.26% in TS, revealed that TP and TS are a rich source of essential amino acids. LHW treatment run at 120–200 °C, 50 bar for 30 min showed that a temperature of 160 °C was the most convenient for cellulose and hemicellulose hydrolysis from TP and TS, while keeping the degradation products low. Conclusions: Results indicated that tomato by-products are not only a green source of lycopene-rich oleoresin and tomato seed oil (TSO) and of protein with good nutritional quality but also a source of lignocellulosic matter with potential for bioethanol production. This study would provide an important reference for the concept and the feasibility of the cascade fractionation of valuable compounds from tomato industrial by-products

Diagnosis and treatment difficulties of psychiatric symptoms in Klinefelter syndrome: a case report

Klinefelter syndrome (KS) can involve various psychiatric symptoms that are often heterogeneous and atypical. To illustrate the diagnosis and treatment difficulties of psychiatric non-specific symptoms occurring in KS, we report a 17-year-old man presenting with gynaecomastia and marfanoid features. Investigations showed high concentrations of gonadotrophins and a 47,XXY karyotype. Although his serum testosterone was normal, the patient had clinical hypogonadism and suffered from recent headache. Magnetic resonance imaging revealed pituitary non-invasive macroadenoma. Treatment with Cabergolin resulted in a normalisation of prolactin levels and a decrease in tumour size. During follow-up, the patient presented a permanent state of passivity and disinterest in imaginative experiences, without any obvious specific diagnoses, according to psychiatric examination. Further investigations showed major depression, schizotypical personality and patterns of psychotic functioning. Initial treatment with selective serotonin re-uptake inhibitors was not effective and he was switched to an atypical antipsychotic drug that was not tolerated and rapidly stopped by the patient