Análise e classificação de imagens de lesões da pele por atributos de cor, forma e textura utilizando máquina de vetor de suporte

The skin cancer is the most common of all cancers and the increase of its incidence must, in part, caused by the behavior of the people in relation to the exposition to the sun. In Brazil, the non-melanoma skin cancer is the most incident in the majority of the regions. The dermatoscopy and videodermatoscopy are the main types of examinations for the diagnosis of dermatological illnesses of the skin. The field that involves the use of computational tools to help or follow medical diagnosis in dermatological injuries is seen as very recent. Some methods had been proposed for automatic classification of pathology of the skin using images. The present work has the objective to present a new intelligent methodology for analysis and classification of skin cancer images, based on the techniques of digital processing of images for extraction of color characteristics, forms and texture, using Wavelet Packet Transform (WPT) and learning techniques called Support Vector Machine (SVM). The Wavelet Packet Transform is applied for extraction of texture characteristics in the images. The WPT consists of a set of base functions that represents the image in different bands of frequency, each one with distinct resolutions corresponding to each scale. Moreover, the characteristics of color of the injury are also computed that are dependants of a visual context, influenced for the existing colors in its surround, and the attributes of form through the Fourier describers. The Support Vector Machine is used for the classification task, which is based on the minimization principles of the structural risk, coming from the statistical learning theory. The SVM has the objective to construct optimum hyperplanes that represent the separation between classes. The generated hyperplane is determined by a subset of the classes, called support vectors. For the used database in this work, the results had revealed a good performance getting a global rightness of 92,73% for melanoma, and 86% for non-melanoma and benign injuries. The extracted describers and the SVM classifier became a method capable to recognize and to classify the analyzed skin injuries

Cor de solo, formas do fósforo e adsorção de fosfatos em Latossolos desenvolvidos de basalto do extremo-sul do Brasil

Latossolos Brunos e Vermelhos férricos desenvolvidos de basalto representam parcela expressiva dos solos intensivamente cultivados do Sul do Brasil. Além dos perfis monomatizados típicos, brunos ou vermelhos, incluem-se, atualmente, nestas duas classes perfis polimatizados, que apresentam os horizontes superficiais brunados e os subsuperficiais mais avermelhados, anteriormente individualizados como Latossolo "Bruno/Roxo". Não há, ainda, no Sistema Brasileiro de Classificação de Solos, um consenso quanto aos componentes de cor mais apropriados para separação dos Latossolos Brunos e Vermelhos. Graças à sua textura muito argilosa e ao alto conteúdo de óxidos de ferro, tais solos apresentam elevada capacidade de adsorção de fosfatos, à qual se pressupõe seja diferenciada de acordo com as formas dos óxidos de ferro presentes em cada modalidade. Por outro lado, a matéria orgânica, ao interagir com os óxidos de ferro, pode igualmente mascarar o efeito individual desses óxidos na fixação. Desse modo, o presente trabalho objetivou: (a) testar a utilidade e a eficácia do uso de dados espectrais obtidos por refletância difusa como ferramenta para identificação dos óxidos de ferro goethita (FeOOH) e hematita (Fe2O3); (b) quantificar, por fracionamento químico, as diferentes formas ou compartimentos onde se encontra o fósforo nesses solos, e (c) avaliar o efeito dos diferentes tipos e proporções de hematita e goethita na adsorção de fósforo, bem como o efeito da matéria orgânica na redução dessa capacidade sortiva. Foram selecionados seis perfis de solo em Santa Catarina e Rio Grande do Sul, sendo dois Latossolos Brunos típicos, dois Latossolos Vermelhos férricos e dois Latossolos Brunos, provisoriamente denominados Latossolo Bruno/Vermelho férrico. Os perfis foram caracterizados do ponto de vista físico, químico e mineralógico, sendo as amostras de quatro horizontes de cada perfil selecionadas para análises mais detalhadas. As técnicas de refletância difusa utilizadas mostraram-se altamente promissoras para a identificação e quantificação dos óxidos de ferro presentes. O matiz 4 YR, em amostras naturais úmidas, correspondeu a valores aproximadamente iguais de hematita e de goethita nos solos, sendo esse valor proposto como limite de separação entre Latossolos Brunos e Vermelhos e entre Nitossolos Vermelhos e Háplicos. Para a maioria dos solos, as quantidades totais de fósforo foram superiores a 1.000 mg kg-1, indicando alta reserva potencial desse nutriente. No fracionamento químico seqüencial, evidenciou-se o predomínio das formas "oclusas" de fósforo (Pdcb), seguida das formas orgânicas, P adsorvido a formas cristalinas dos óxidos de ferro e P ligado a compostos de ferro de baixa cristalinidade. O coeficiente A da equação de Freundlich modificada, que estima a quantidade de P necessária para manter 1 mg L-1 P na solução após um dia de equilíbrio, foi menor nos Latossolos Vermelhos em relação aos Brunos. Em todos os solos, entretanto, o valor de A mostrou-se inversamente correlacionado com o conteúdo de matéria orgânica, indicando que, além do efeito individual dos óxidos de ferro na fixação, o aumento no conteúdo de matéria orgânica exerce papel extremamente importante na redução da sorção de fosfatos desses solos.

Alterações na cor e no grau de floculação de um Latossolo Vermelho-Escuro sob cultivo contínuo de cana-de-açúcar

Objetivou-se avaliar o grau de modificação de algumas propriedades físicas e da cor do horizonte superficial de um Latossolo Vermelho-Escuro textura média, submetido ao cultivo contínuo com cana-de-açúcar durante 25 anos, em Jaboticabal, SP. Os tratamentos foram constituídos por dois tipos de uso do solo, ou seja, ausência de cultivo (vegetação nativa) e cultivo intenso com cana-de-açúcar e por três profundidades no perfil, 0-10, 10-20 e 20-30cm. O cultivo intenso e contínuo alterou a cor do solo na camada de 0-10cm de 2,5YR 2,5/4 na ausência de cultivo para 2,5YR3/4 e degradou a macroestrutura, reduzindo o grau de floculação da argila do solo.

Alterações na cor e no grau de floculação de um Latossolo Vermelho-Escuro sob cultivo contínuo de cana-de-açúcar

Objetivou-se avaliar o grau de modificação de algumas propriedades físicas e da cor do horizonte superficial de um Latossolo Vermelho-Escuro textura média, submetido ao cultivo contínuo com cana-de-açúcar durante 25 anos, em Jaboticabal, SP. Os tratamentos foram constituídos por dois tipos de uso do solo, ou seja, ausência de cultivo (vegetação nativa) e cultivo intenso com cana-de-açúcar e por três profundidades no perfil, 0-10, 10-20 e 20-30cm. O cultivo intenso e contínuo alterou a cor do solo na camada de 0-10cm de 2,5YR 2,5/4 na ausência de cultivo para 2,5YR3/4 e degradou a macroestrutura, reduzindo o grau de floculação da argila do solo.

Efeito do processamento industrial para obtenção de goiabada sobre os compostos antioxidantes e cor

Pós-graduação em Alimentos e Nutrição - FCFAR

Granulometria e textura do milho em dietas para poedeiras comerciais: consumo de energia elétrica, desempenho e qualidade de ovos

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Influência do processo de secagem na qualidade do cogumelo shiitake

Edible mushroom are highly perishable foods. Drying is an alternative to provide safe storage. In this work, the effects of some drying parameters on the quality of Shiitake mushroom were investigated: geometry of the raw material (whole and sliced), drying temperature (50 °C and 70 ºC) and final moisture content (5% and 15% wb). Experimental kinetics of drying was built and color and texture analyses were done in fresh and in rehydrated dried product. The effect of parameters was evaluated by analysis of variance and test of multiple comparisons. Drying kinetics showed that drying happened in falling-rate period and sliced mushroom dried at 70 ºC required lesser drying time than other treatments. Mushroom dried at 70 ºC showed less darkening. Drying time affected mushroom quality, evaluated by great hardness, gummosis and darkening.

Utilização de 1-metilciclopropeno e resfriamento rápido na conservação de pêssegos

Postharvest losses vary among the different vegetable products. However, among fruits and vegetables the losses generally range from 30% to 50%. Thus, this paper aimed the application of 1-methylcycloprene (1-MCP) and fast cooling with forced air (PC) on peaches, in order to estimate their effects in the ripening process of this fruit. Physiological analyses were performed, such as loss of fresh mass, firmness, pH, titratable acidity, soluble solids, ratio and CO2 production, as well as sensorial analyses such as color, texture and flavor. The experiment was divided in two phases. In the first one, concentrations of 30, 60, and 90 nL/L 1-MCP, applied at 0 ºC and 20 ºC, were tested. The fruits treated without 1-MCP were denominated control for both temperatures studied. The second phase was composed by the following treatments: cold storage (CS) or control, cooling with forced air (CFA), cooling with forced air followed by 1-MCP application (CFA + 1-MCP) and 1-MCP application (1-MCP). Among these, the CFA + 1-MCP treatment provided more firmness of the fruits in comparison to the control fruits. The respiratory rate of peaches under CFA and CFA + 1-MCP treatments decreased in comparison to the control fruit respiratory rates.

Variabilidade espacial da textura de um latossolo sob cultivo de citros

Relief influences soil texture variability, since it contributes to the time of exposition of the materials to weathering factors. Our work was carried out in the city of Gavião Peixoto (SP), with the objective of characterizing the spatial variability of texture of a dystrophic Red Latosol cultivated with citrus. The hillside was divided into three segments: top, stocking lean and inferior lean. Soil samples were collected in a grid with regular intervals of 50 m, at the depths of 0.0-0.2 m and 0.6-0.8 m, comprising a total of 332 points in an area of 83.5 ha. The data were submitted to descriptive and geostatistics analyses (semivariogram modeling and kriging maps). The spatial behavior of the texture of oxisols is directly related to the relief forms in this study, which controls the direction of surface and subsurface water flows. The concept of homogeneity of clay distribution in the Oxisol profile is a piece of information that can be adjusted by knowing the spatial pattern of this distribution in different relief forms.

CARACTERÍSTICAS DE QUALIDADE DO CONTRAFILÉ (m. L. dorsi) DE TOUROS JOVENS DA RAÇA NELORE

Quality traits of boneless rib cut (L. dorsi muscle) from Nelore young bulls. To study the meat quality traits of Nelore breed young bulls, and the effect of age (690-780 days) on them, 113 animals were slaughtered after 109 days of intensive feeding with 20% concentrate and 80% roughage. All the carcasses were graded at the slaughter floor by the Federal Inspection and chilled for 24 hours (Tinitial=5°C, Tfinal=2°C). Fifty one half carcasses (right side), type B - B R A S I L `s grading system - from animals of 23 to 26 months were boned and separated into commercial cuts. Two steaks (2.5cm thick) were removed from each boneless rib cut (m. L. dorsi), vacuum packaged and aged for 7 days (0-2°C). The pH varied from 5.44 to 5.83 and only two samples had pH ³ 5.70. The L* (brightness) average value was 34.85. The water and fat content were 75.65% and 1.71%, respectively. The average WB shear force was 6.70kg, and it was not affected by age (690-734 days), but presented a trend (t test, p=0.22) for increasing values between 735 and 780 days. Animal age did not affect other quality traits (t test, p>0.20). It was concluded that the rib cut from Nelore young bulls may not have a good acceptability in exigent markets, and that carcasses graded B, presumed to be the best grade, do not necessarily present the best meat quality characteristics.

Avaliação do amaciamento de carne bovina de dianteiro (Triceps brachii) pelos métodos de maturação, estimulação elétrica, injeção de ácidos e tenderização mecânica

Twenty-two Triceps brachii muscle obtained from 11 cows aged 3 and 4 years , killed in an experimental slaughter plant, were submitted to mechanical tenderization, injection with acetic acid 0,1M and lactic acid 0,2M, ageing for 9 and 14 days and electrical stimulation (250v - 60Hz - 90s), some of them were reserved as a control group, without treatment. The 14 days ageing time presented 21% of increase in subjective tenderness and 12% of reduction in shear force, these values were similar to the electrical stimulated meat. However the injection with acids and the ageing time 9 days did not present significant effect in the texture. Although the shear force values of mechanical tenderized meat was the shortest among all treatments, suspect of superestimation because of the fractures plan created by this process. Another analyses were carried out: pH reduction curve, R value; colour analysis; weight losses by cooking and by treatment; and microbiological analysis.

Caracterização sensorial de amêndoas de castanha-de-caju fritas e salgadas

Shelled, roasted and salted cashew nut kernels were packaged in three different flexible materials (PP/PE= polypropylene / polyethylene; PETmet/PE= metallized polyethylene terephthalate / polyethylene; PET/Al/LDPE= polyethylene terephthalate / aluminum foil / low density polyethylene ), with different barrier properties. Kernels were stored for one year at 30° C and 80% relative humidity. Quantitative descriptive sensory analysis (QDA) were performed at the end of storage time. Descriptive terms obtained for kernels characterization were brown color, color uniformity and rugosity for appearance; toasted kernel, sweet, old and rancidity for odor; toasted kernel, sweet, old rancidity, salt and bitter for taste, crispness for texture. QDA showed that factors responsible for sensory quality decrease, after one year storage, were increase in old aroma and taste, increase in rancidity aroma and taste, decrease in roasted kernel aroma and taste, and decrease of crispness. Sensory quality decrease was higher in kernels packaged in PP/PE.

Perfil sensorial de ovos de Páscoa

Easter egg is a popular chocolate-candy in egg form commercialized in Brazil during Easter time. In this research, Quantitative Descriptive Analysis was applied to select sensory attributes which best define the modifications in appearance, aroma, flavor and texture when cocoa butter equivalent (CBE) is added to Easter eggs. Samples with and without CBE were evaluated by a selected panel and fourteen attributes best describing similarities and differences between them, were defined. Terms definition, reference materials and a consensus ballot were developed. After a training period, panelists evaluated the samples in a Complete Block Design using a 9 cm unstructured scale. Principal Component Analysis, ANOVA and Tukey test (p<0.05) were applied to the data in order to select attributes which best discriminated and characterized the samples. Samples showed significant differences (p<0.05) in all attributes. Easter egg without CBE showed higher intensities (p<0.05) in relation to the following descriptors: brown color, characteristic aroma, cocoa mass aroma, cocoa butter aroma, characteristic flavor, cocoa mass flavor, hardness and brittleness.

Quality of sausage elaborated using minced Nile Tilapia submmitted to cold storage

Filleting yield of Nile tilapia Oreochromis niloticus (L.) is low (30%) and generates large amount of wastes that may turn into environmental and economic problem. However, these wastes can be used for the extraction of minced fish (MF) which can be used in the preparation of sausages. The objective of this study was to assess the quality of sausages prepared with 0, 20, 40, 60, 80 and 100% of MF from Nile tilapia filleting waste during storage at 0±0.3ºC. Alterations in the instrumental color (L*, a* and b*), lipid oxidation (TBARS), total volatile nitrogenous bases (TVB-N), pH, microbiological condition (pathogenic bacteria and aerobic psychrotrophic bacteria), and sensory attributes (color, odor, flavor, texture and overall acceptability) were evaluated for up to 40 days. The addition of MF to sausages increased TBARS values and decreases TVB-N, L*, a* and b* values. Acceptability of color attribute decreased with increasing MF; best flavor, texture and overall acceptability scores were registered for sausages containing 40 and 60% MF; best odor was registered for 100% MF. Pathogenic microorganisms were not detected, but decrease in pH and proliferation of aerobic psychrotrophic bacteria which, however, did not compromise sensory evaluation of sausages were registered throughout storage. Sausages prepared with MF from tilapia filleting waste have a shelf-life of 40 days when stored at 0±0.3ºC, and the maximum recommended MF inclusion to maintain good sensory quality is 60%.

Quality and sensorial characteristics of osmotically dehydrated mango with syrups of inverted sugar and sucrose

Osmotic dehydration is becoming more popular as a complementary treatment in the processing of dehydrated foods, since it presents some advantages such as minimising heat damage to the colour and flavour, inhibiting enzymatic browning and thus dispensing the addition of sulphite and, mainly, reducing energy costs. The objective of the present study was to evaluate the effect of using inverted sugar and sucrose syrups as osmotic agents in the dehydration of mango. The conditions used in the dehydration process were: syrup/fruit ratio of 3:1 (v/w); temperature of 45ºC and constant stirring. The in natura and osmo-dehydrated fruits were evaluated in relation to pH, moisture content, water activity (a w) and soluble solids (ºBrix). Solids incorporation and loss in mass after the dehydration process were also determined. The sensory acceptance of the in natura and osmo-dehydrated fruits was determined for the attributes of aroma, flavour, texture and overall acceptance using a hedonic scale. Osmotic dehydration resulted in a reduction in moisture content and water activity, an increase in Brix and maintenance of the pH. The treatment with inverted sugar syrup resulted in more significant alterations in moisture content, a w, Brix, solids incorporation and loss in mass than the treatment with sucrose syrup. Mangos osmo-dehydrated with inverted sugar (55.3% inversion rate) syrup obtained acceptance similar to in natura mangos, this treatment being considered the most adequate for dehydration purposes.