41 research outputs found

    Towards the Human Global Context: Does the Vision-Language Model Really Judge Like a Human Being?

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    As computer vision and NLP make progress, Vision-Language(VL) is becoming an important area of research. Despite the importance, evaluation metrics of the research domain is still at a preliminary stage of development. In this paper, we propose a quantitative metric "Equivariance Score" and evaluation dataset "Human Puzzle" to assess whether a VL model is understanding an image like a human. We observed that the VL model does not interpret the overall context of an input image but instead shows biases toward a specific object or shape that forms the local context. We aim to quantitatively measure a model's performance in understanding context. To verify the current existing VL model's capability, we sliced the original input image into pieces and randomly placed them, distorting the global context of the image. Our paper discusses each VL model's level of interpretation on global context and addresses how the structural characteristics influenced the results

    Phytochemical analyses and inheritance of resistance to TEV (Tobacco Etch Virus) in pepper (Capsicum spp.)

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    Due to the character of the original source materials and the nature of batch digitization, quality control issues may be present in this document. Please report any quality issues you encounter to [email protected], referencing the URI of the item.Includes bibliographical references (leaves 44-54).Issued also on microfiche from Lange Micrographics.Peppers, Capsicum spp., were grown under 3 different locations for phytochemical analyses. They were produced in the greenhouse at College Station and under the field conditions at Uvalde and Weslaco, TX. Among the pepper samples grown in the greenhouse at College Station, Fidel, C 127, and Golden Peproncini 263 showed high beta-carotene, Sweet Jalapeǫ 82, Tropic Bell and PI 357509 had high lutein. Zeaxanthin content was relatively high in MJ 201 and Ancho at College Station. Flavonoid analyses revealed that Banana Supreme and PI 357509 contained high quercetin levels and Fidel contained high luteolin levels. Among the samples grown under field conditions at Uvalde, Grande had high beta-carotene and lutein, MJ 201 had high zeaxanthin. Flavonoid contents were highest in Banana Supreme. Banana Supreme and Jaloro showed high beta-carotene and zeaxanthin contents at Weslaco, and Orange Habanero showed high lutein. In the flavonoid analysis, PI 357509 had a high content of quercetin and Rio Grande Gold and Banana Supreme had high contents of luteolin. The pepper samples grown in the greenhouse at College Station showed relatively high amounts of carotenoids compared to the field grown samples, but there was no significant difference in the flavonoid contents. Two different F₂ populations (PI 238061þ PI 260488, and PI 238061þ Guadeloupe) were inoculated with Tobacco Etch Virus (TEV) and tested by ELISA. ELISA results were close to a 3:1 ratio for one family which support the possibility that the gene for resistance to TEV could be a single dominant gene. The imperfect segregation ratios on the other family may be due to the fact that it is derived from an interspecific cross

    Factors That Affect Suicidal Attempt Risk Among Korean Elderly Adults: A Path Analysis

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    Objectives: Among the Korean elderly (those 65 years of age and older), the suicide rate is 80.3/100 000 people, which is ten times higher than the Organization for Economic Cooperation and Development average. Because South Korea is rapidly becoming an aging population, this high elderly suicidal rate will only get worse. Although the size of the elderly suicide problem is quite large, previous research in South Korea has surveyed restricted areas and not the entire country. Even though the factors that affect elderly suicide are complicated, there has been little research into these influencing factors. Thus, this research uses the national survey data (Community Health Survey) that was obtained in 2009. Additionally, we analyze factors affecting elderly suicidal ideation and attempts as well as the paths of these effects. Methods: Community Health Survey data obtained by the Korea Centers for Disease Control and Prevention in 2009 was used for this study. We additionally examined the factors that affect suicide with chi-squared tests, t-tests, Pearson’s correlation test, and path analysis. Results: Depressive symptoms and suicidal ideation are the only factors that directly affect suicidal attempts. Demographic, behavioral, and physical activity factors have indirect effects on suicidal attempts. Conclusions: Depression has the strongest influence on suicidal ideation and attempts. Demographic, behavioral, and physical activity factors affect suicidal attempts mostly through depressive symptoms. In addition, there is a path that suggests that demographic, behavioral, and physical activity factors affect suicidal attempts not through depression symptoms but only through suicidal ideation. This means that the elderly who do not have depression symptoms attempt suicide according to their own situations and characteristics

    Integrated Analysis of Permeability Reduction Caused by Polymer Retention for Better Understanding Polymer Transport

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    Polymer retention is one of the most important factors to govern polymer propagation through porous media, determining whether successful or not. The focus of previous studies has been limited to polymer concentration loss caused by the retention; not only change in polymer concentration, but also reduction in reservoir permeability is the main issue for theoretical transport study. Due to the lack of accuracy of Langmuir isotherm describing the polymer retention mechanisms, this study proposes a new type of matching interpretation method to correlate the permeability reduction factors from experiments to permeability. In order to solve the problem of poorly matching results between estimation and observation, use of nonadsorptive constant conditionally selected in matching process was made. Based on the threshold permeability reduction factors, approximate critical permeability can be calculated to which nonadsorptive constant would be applied. Results showed significant improvements in the estimation of permeability reduction for both low and high permeability cores. In addition, effects of permeability reduction on polymer transport in field scale were analyzed using the proposed matching model. Thus, not only does this interpretation method help to evaluate prediction for accurate flow behavior, but also unwanted risk can be evaluated

    Efficient Path Generation and Tracking Control for Autonomous Vehicles

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