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Extraction of Caption and Animated Text from Videos/Images

Thesis Info

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External Link

Author

Tehsin, Samabia

Program

PhD

Institute

National University of Sciences & Technology

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2014

Thesis Completion Status

Completed

Subject

Engineering

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/2487/1/3081S.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727756802

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Textual information embedded in multimedia can provide a vital tool for indexing and retrieval. Text extraction process has a lot of inherent problems due to the variation in font sizes, color, backgrounds and resolution. Text detection, localization and tracking are the most challenging phases of the text extraction process whereas text extraction results are highly dependent upon these phases. This dissertation focuses on the text detection, localization and tracking because of their very fundamental importance. A bio-inspired text detection, localization and tracking is developed and presented in the dissertation. Anthropocentric approach of text detection is studied and is mathematically modeled to design a text extraction process. A novel text segmentation method is proposed covering huge range of text scales, colors and font styles. Segmentation procedure consists of adopted K-means clustering and a fuzzy based perceptual merging process. Two effectual feature vectors are introduced for the classification of the text and non-text objects. First feature vector is based upon the human text detection system and is mathematically represented by the Radon transform of the text candidate objects. Second feature vector is derived from the detailed geometrical analysis of the text contents. Union of two feature vectors is used for the classification of text and non-text objects using Support vector machine (SVM). Fuzzy based text tracking mechanism is also introduced in the research that can handle static as well as dynamic text appearing in videos. The dynamic text includes the simple animations like vertical and horizontal scrolling, as well as the complex ones like random movement, scale change and zoom in/out. ii Text detection and localization results are evaluated on three publicly available datasets namely ICDAR 2011, ICDAR 2013 and IPC-Artificial text. Moreover, results are compared with state of the art techniques. Comparison demonstrates the superiority of the presented research. Text tracking dataset is also developed and proposed tracking algorithm is tested on the dataset that demonstrates the applicability of the proposed tracking technique.
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مولانا محمد جعفر شاہ پھلواری

مولانا محمد جعفر شاہ پھلواروی
مولانا محمد جعفر شاہ، پھلواروی شریف(بہار)کے ایک نامی گرامی خانوادۂ علم و تصوف کے چشم وچراغ تھے، ندوۃ العلماء لکھنؤ میں تعلیم پائی تھی، فراغت کے بعد ادھر اُدھر رہے۔ آخرپاکستان گورنمنٹ کی سرپرستی میں لاہور میں ادارۂ ثقافت اسلامیہ قائم ہوا تومولانا اس سے ایسے وابستہ ہوئے کہ عمر وہیں گزار دی۔ اس دور میں انھوں نے’’المعارف‘‘میں مقالات لکھے اور متعدد اہم اورفکرانگیز کتابیں بھی تصنیف کیں۔ ان کی کتاب’’اسلام اورموسیقی‘‘اورمسائل اجتہادیہ پربعض حلقوں میں کافی شورش ہوئی لیکن مرحوم کے موقف میں کوئی تبدیلی پیدا نہیں ہوئی۔ان کی علمی استعداد پختہ تھی، مطالعہ وسیع تھا، طبیعت غوروفکر کی عادی تھی اور ان کا جوہر ذہانت وطباعی خداداد اورفطری تھا۔۱۹۶۹ء اور۱۹۷۶ء میں ان سے لاہور میں متعدد ملاقاتیں ہوئیں، جب کبھی ملے توبڑے تپاک اورمحبت سے ملے، ایک مرتبہ گھر پر مدعو بھی کیا۔ میں نے ہمیشہ یہ محسوس کیا کہ مرحوم اپنی تحریروں کے آئینہ میں جس قدر آزاد خیال نظرآتے ہیں، عقیدہ و عمل اوراخلاق وشمائل کے اعتبار سے اسی درجہ کے پکے اورسچے مسلمان اور عالم باعمل تھے۔ ادارۂ ثقافت اسلامیہ لاہور سے سبکدوش ہونے کے بعد وہ لاہور سے کراچی میں سکونت پذیر اورگوشہ نشین ہوگئے تھے۔اللھم اغفرلھماوارحمھما [جولائی۱۹۸۲ء]

 

انسان کی تعمیر و ترقی بذریعہ قرآن کریم

The Holy Qur’ān is a complete code of life or system of life for whole humanity. It gives complete guidance for human life from birth to death and for eternal life as well. The Qur’ān were the only book that changed the lives of the companions of Prophet Muhammad (ﷺ). And they became the most successful persons of the world. They ruled over three continents successfully with the guidance mentioned in Holy Quran. Today, we must adopt the guidance of Holy Qur’ān to change the humanity. In his thesis we addressed all aspects of human life including beliefs, modes of worship and customs of individual life, and also provided the guidance about the collective aspects of life, such as the economic aspects, as well as full instructions of political system and social aspect as well. So, counter the transcend world and get the eternal peace, success, and tranquility through Holy Quran.

Studies on the Biochemical Composition and Heavy Metal Analysis in Catfish Rita Rita Hamilton from River Indus, Near Jamshoro, Sindh Pakistan

The present studies on the biochemical composition and heavy metal analysis in catfish, Rita rita from River Indus near Jamshoro, Sindh, Pakistan was initiated from January 2015 to December 2017. The biochemical analysis was determined in terms of moisture, protein, lipid, carbohydrate and ash from two groups small and large from 10.1 to 20.0 and 30.1 to 40.0 cm respectively and from three body parts like head, trunk and tail region of male and female of catfish Rita rita during summer and winter. The moisture content of male was noted 88.05, 85.54 and 82.30 and 85.35, 83.10 and 84.62 in head trunk and tail region and in small and large group respectively during winter. In summer the moisture values were 86.75, 84.52 and 83.35and 81.05, 80.70 and 80.20 in head trunk and tail region and in both length group respectively. In case of female the values were 88.40, 82.0 and 81.80 and 85.0, 80.6 and 82.60 and 80.50, 81.0 and 81.0 in head, trunk and tail region and groups respectively in winter and summer. In the present study the protein content in male was noted 5.54, 2.58 and 4.27 and 3.37, 3.1 and 3.65 in head, trunk and tail region in small and large group respectively in winter. The values of protein in summer were 13.3, 9.0 and 8.5 and 11.0, 7.4 and 9.45 in different regions respectively and from both groups. The values in female were 4.89, 2.63 and 2.63 and1.23, 0.28 and 1.28 in three regions and from small and large group respectively during winter. In summer protein values were 12.9, 9.2 and 9.25 and 10.1, 6.7 and 10.60 in head, trunk and tail respectively. Lipid content in male 0.8,0.5 and 0.38 and 0.11,1.13 and 0.38 in head trunk and tail region in small and large group respectively during winter and in summer values 5.05, 4.03 and 2.08 and 7.0, 8.4 and 5.55 in regions from both groups respectively. The female contains 0.6, 0.2 and 4.25 and 1.29, 0.86 and 0.36 in various regions of small and large group respectively. The values of carbohydrate content in both the sexes and in seasons did not show any significant difference at different length groups. It was observed that ash content in male 5.53,13,44 and 12.36 and 10.0, 11.58 and 14.85 in different region small and large group during winter in summer 1.55, 2.8 and 2.5 and 2.4, 3.75 and 2.96 in head trunk and tail region of both groups respectively. The ash content in female was 6.42, 12.16 and 10.5 and 12.26, 17.2 and 14.85 in different regions of both groups in winter during summer1.6, 3.0 and 2.6 and 2.54, 3.95 and 3.0 in different body regions of the groups.Finally it was noted that the head region found to be more nutritious in terms of protein content in both sexes and during summer and winter in comparison to trunk and tail region. For heavy metals analysis of Rita rita in the present study from River Indus near Jamshoro was based upon the determination of iron, zinc, chromium, copper, manganese and cobalt from gills liver and kidney of both the sexes. The iron concentration in male was found highest in liver (12.92 µg/g) followed by kidney (7.77 µg/g) and lowest in gill (3.83 µg/g) in small fish group and similar trend was noted with highest values in liver (3.76 µg/g) followed by kidney (2.04 µg/g) and lowest in gill (1.91 µg/g) in large fish group. In case of female highest amount was from liver (3.16) followed by kidney (2.85 µg/g) and lowest from gill (2.33 µg/g) in small fish group while similar trend was noted in liver (4.44 µg/g) followed by kidney (3.83 µg/g) and lowest in gill (3.73 µg/g) in case of large group. The zinc concentration was found highest in liver (0.83 µg/g) followed by gill (0.49µg/g) and lowest in kidney (0.33 µg/g) in male of small group, similar highest values were found in kidney (2.01µg/g) followed by gill (0.72 µg/g) and lowest in liver (0.55µg/g) in large group. In case of female the highest amount of zinc was obtained from kidney (0.39 µg/g) followed by liver (0.30µg/g) and lowest in gill (0.15 µg/g) in small group the same ratio of concentration of zinc were found in kidney (0.49µg/g) followed by liver (0.42 µg/g) and lowest in gill (0.34 µg/g) in large group. The chromium concentration was found high in gill (1.35µg/g) followed by liver (1.15µg/g) and lowest in kidney (0.13 µg/g) from male in small group in case of large group the highest values were found in liver (0.28 µg/g) followed by kidney (0.28µg/g) and lowest in gill (0.27µg/g). In female the highest amount was found in kidney (0.90 µg/g) followed by liver (0.22µg/g) and lowest in gill (0.04 µg/g) in small group and also similar trend was noted in large group highest in kidney (1.23µg/g) followed by liver (0.32 µg/g) and lowest in gill (0.09µg/g). Copper concentration was found highest in gill (1.35µg/g) followed by liver (1.15µg/g) and lowest in kidney (0.06 µg/g) in male at small group in large group the highest were recorded from liver (0.28 µg/g) followed by kidney (0.28µg/g) and lowest in gill (0.28µg/g). In case offemale the higher amount was noted in kidney (0.33 µg/g) followed by liver (0.18µg/g) and lower amount from gill (0.13 µg/g) in small group in large group the higher values were in kidney (0.41µg/g) followed by gill (0.28 µg/g) and lower in liver (0.20µg/g). The manganese concentration was found highest in gill (0.35µg/g) followed by liver (0.16µg/g) and lowest in kidney (0.05 µg/g) in male of small group and similar trend was noted in large group (0.39 µg/g), (0.06µg/g) and (0.02µg/g) in gill, liver and kidney respectively. In case of female highest amount of manganese was recorded in gill (0.20µg/g) followed by kidney (0.10µg/g) and lowest in liver (0.05µg/g) in small group and similar trend was noted in large group highest values were found (0.30µg/g), (0.12µg/g) and (0.07µg/g) in gill, liver and kidney respectively. The cobalt concentration was found minimum quantity in all organs of male and female and small and large group of R. rita in present study. It was observed that the liver was found with high values of heavy metal concentration at small and large group of both sexes as compared to kidney and gill. The determination of heavy metal concentration from River Indus did not show any significant variation during summer winter, the values of metals concentration was found to be within the suitable ranges as recommended by WHO (2010). Finally it was concluded that the head region of experimental fish R. rita from River Indus near Jamshoro found to be nutritionally rich in term of protein content as compared to trunk and tail region. The liver was found to be more affected then that of kidney and gill in present study but the values of heavy metals concentration obtained from River Indus during the present course of investigation was found to be in permissible limits.