Image interpretation is the process of detecting, identifying, describing, and assessing objects and patterns in images. This can be done through visual or digital analysis, or a combination. Key features like vegetation types, roads, and mining activity can be reliably identified. Both techniques have advantages and limitations, so digital outputs are also visually analyzed.
Image Segmentation Based Survey on the Lung Cancer MRI ImagesIIRindia
Educational data mining (EDM) creates high impact in the field of academic domain. The methods used in this topic are playing a major advanced key role in increasing knowledge among students. EDM explores and gives ideas in understanding behavioral patterns of students to choose a correct path for choosing their carrier. This survey focuses on such category and it discusses on various techniques involved in making educational data mining for their knowledge improvement. Also, it discusses about different types of EDM tools and techniques in this article. Among the different tools and techniques, best categories are suggested for real world usage.
Lets Understand the overall working of photogrammetry. Get ideas about photogrammetry branches. Also, check the difference between photogrammetry and remote sensing.
This is about Image segmenting.We will be using fuzzy logic & wavelet transformation for segmenting it.Fuzzy logic shall be used because of the inconsistencies that may occur during segementing or
Image Segmentation Based Survey on the Lung Cancer MRI ImagesIIRindia
Educational data mining (EDM) creates high impact in the field of academic domain. The methods used in this topic are playing a major advanced key role in increasing knowledge among students. EDM explores and gives ideas in understanding behavioral patterns of students to choose a correct path for choosing their carrier. This survey focuses on such category and it discusses on various techniques involved in making educational data mining for their knowledge improvement. Also, it discusses about different types of EDM tools and techniques in this article. Among the different tools and techniques, best categories are suggested for real world usage.
Lets Understand the overall working of photogrammetry. Get ideas about photogrammetry branches. Also, check the difference between photogrammetry and remote sensing.
This is about Image segmenting.We will be using fuzzy logic & wavelet transformation for segmenting it.Fuzzy logic shall be used because of the inconsistencies that may occur during segementing or
Motivation for image fusion is the result of recent advancements in the remote sensing field. As the new image sensors are of high resolution and are available at low cost, multiple sensors are used in a wide range of imaging applications. These sensors are of high spatial and spectral resolution and offer faster scan rates. The images taken by these sensors are more reliable, informative and contain complete picture of the scanned environment. Thus, they help in improved performance of dedicated imaging systems. Over a period of decade, remote sensing, medical imaging, surveillance systems, etc., are few applications areas that were benefited by these multi-sensors.
Automated features extraction from satellite images.HimanshuGupta1081
This is the final year civil engineering project presentation in which different features i.e. Buildings, Road Network, Vegetation and Water are extracted automatically from satellite images with the help of Ecognition software. We have done our analysis on satellite images of sikar, rajasthan. In this project object based image analysis (OBIA) approach are used.
Review of Image Segmentation Techniques based on Region Merging ApproachEditor IJMTER
Image segmentation is an important task in computer vision and object recognition. Since
fully automatic image segmentation is usually very hard for natural images, interactive schemes with a
few simple user inputs are good solutions. In image segmentation the image is dividing into various
segments for processing images. The complexity of image content is a bigger challenge for carrying out
automatic image segmentation. On regions based scheme, the images are merged based on the similarity
criteria depending upon comparing the mean values of both the regions to be merged. So, the similar
regions are then merged and the dissimilar regions are merged together.
Satellite image processing is a technique to enhance raw images received from cameras or sensors placed on satellites, space probes and aircrafts or pictures taken in normal day to day life in various applications. The process of creating thematic maps as spatial distribution of particular information. These are structured by Spectral Bands. These have constant density and when they overlap their densities get added. It performs image analysis on multiple scale images and catches the comprehensive information of system for different application. Examples of themes are soil, vegetation, water-depth and air. The supervising of such critical events requires a huge volume of surveillance data and extremely powerful real time processing for infrastructure
Depth Estimation from Defocused Images: a SurveyIJAAS Team
An important step in 3D data generation is the generation of depth map. Depth map is a black and white image which has exactly the same size of the original captured 2D image that indicates the relative distance of each pixel from the observer to the objects in the real world. This paper presents a survey of Depth Perception from Defocused or blurs images as well as image from motion. The change of distance of the object from the camera has direct relation with the amount of blurring of object in the image. The amount of blurring will be calculated with a comparison in front of the camera directly and can be seen with the changes at gray level around the edges of objects.
Motivation for image fusion is the result of recent advancements in the remote sensing field. As the new image sensors are of high resolution and are available at low cost, multiple sensors are used in a wide range of imaging applications. These sensors are of high spatial and spectral resolution and offer faster scan rates. The images taken by these sensors are more reliable, informative and contain complete picture of the scanned environment. Thus, they help in improved performance of dedicated imaging systems. Over a period of decade, remote sensing, medical imaging, surveillance systems, etc., are few applications areas that were benefited by these multi-sensors.
Automated features extraction from satellite images.HimanshuGupta1081
This is the final year civil engineering project presentation in which different features i.e. Buildings, Road Network, Vegetation and Water are extracted automatically from satellite images with the help of Ecognition software. We have done our analysis on satellite images of sikar, rajasthan. In this project object based image analysis (OBIA) approach are used.
Review of Image Segmentation Techniques based on Region Merging ApproachEditor IJMTER
Image segmentation is an important task in computer vision and object recognition. Since
fully automatic image segmentation is usually very hard for natural images, interactive schemes with a
few simple user inputs are good solutions. In image segmentation the image is dividing into various
segments for processing images. The complexity of image content is a bigger challenge for carrying out
automatic image segmentation. On regions based scheme, the images are merged based on the similarity
criteria depending upon comparing the mean values of both the regions to be merged. So, the similar
regions are then merged and the dissimilar regions are merged together.
Satellite image processing is a technique to enhance raw images received from cameras or sensors placed on satellites, space probes and aircrafts or pictures taken in normal day to day life in various applications. The process of creating thematic maps as spatial distribution of particular information. These are structured by Spectral Bands. These have constant density and when they overlap their densities get added. It performs image analysis on multiple scale images and catches the comprehensive information of system for different application. Examples of themes are soil, vegetation, water-depth and air. The supervising of such critical events requires a huge volume of surveillance data and extremely powerful real time processing for infrastructure
Depth Estimation from Defocused Images: a SurveyIJAAS Team
An important step in 3D data generation is the generation of depth map. Depth map is a black and white image which has exactly the same size of the original captured 2D image that indicates the relative distance of each pixel from the observer to the objects in the real world. This paper presents a survey of Depth Perception from Defocused or blurs images as well as image from motion. The change of distance of the object from the camera has direct relation with the amount of blurring of object in the image. The amount of blurring will be calculated with a comparison in front of the camera directly and can be seen with the changes at gray level around the edges of objects.
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Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
2. Image Interpretation is the processes of detection, identification, description and
assessment of significant of an object and pattern imaged.
The method of interpretation may be either visual or digital or combination of
both.
This method can be highly reliable and a wide variety of features can be
identified, such as riparian vegetation type and condition, and anthropogenic
features such as roads and mineral extraction activity.
Both the interpretation techniques have merits and demerits and even after the
digital analysis the output are also visually analyzed.
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3. • The ability of human to identify an object through the data content in an
image/photo by combining several elements of interpretation.
• There are two types of extraction of information from the images/photographs
namely;
• Interpretation of data by visual analysis,
• Semi-automatic processing by computer followed by visual analysis likes
generation of vector layer from raster image through onscreen digitisation and
DTM/DEM generation.
• Similarly interpretation of aerial photographs through 3D generation through
visual studies.
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6. Intrinsic character of image interpretation:
• Direct key
• Association key
Manner of organization:
• Selective
1. Essay key
2. File key
3. Photo key
4. Integrated selected key
• Elimination
1. Disk key
2. Punch card
3. Dichotomous key
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7. • The remote sensing data can come in either of- the two form- raw data or
processed after certain corrections.
• Visual images can be monochromatic or grey scale or colour composites or
colour photographs.
• The objective of visual interpretation is to obtain qualitative and
quantitative information about objects seen in the image.
• This includes finding their size, location, and relationship with other
objects.
• The way our eye perceives an object is different from the way remote
sensing data is obtained because of the following reasons,
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8. • The image is taken from an aerial platform an aircraft or a satellite. The
view from above will be quite different from the view seen from the ground.
• The sensors used for imaging record radiations from many parts of the
electromagnetic spectrum including the visible band. This makes the
imagery look different from what we see otherwise.
• Resolution obtained and scale of the image may be quite unfamiliar to the
eye.
• The ground relief feature may not be evident in two-dimensional photograph
or image
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9. 1. Location: It refers to the information about the objects in the image in terms
of any of the coordinate systems used such as latitude, longitude, and
elevation. If some points are available in the image with known coordinates,
then the coordinates for other points or objects can be obtained by measuring
distances from the known points.
2. Size : The size of an object seen in an image depends upon the scale of the
image. Knowing the scale of the image, the length, width, perimeter or area
can be used to extract information about the object. The absolute size of an
object along with its relative size with reference to other objects is helpful in
interpreting the image.
ADVANCED SURVEYING
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10. Shape : The shape of an object is distinguishable in the image and can help the
interpreter to identify the object. Objects of regular shapes such as rectangles
square, circle or oval are generally man-made structures. Irregular boundaries
of an object generally mean that the object is of natural origin such as forest
area or a lake.
Shadow :Shadows are generally not desirable in images as they change the
nature of the image that would have been seen otherwise. However, shadows
help in finding the heights of tall structures like towers and multi-storey
buildings. Shadows are created due to low sun angles.
Tone : It is the relative brightness or colour intensity of the image. A black and
white photograph is a grey tone image with brightness ranging from black to
white. The remote sensing sensor receives and displays a band of the spectrum
of electro-magnetic radiation and this is displayed as continuous shades of grey
which gives in the image.
Colour : Colour images are obtained from colour films. Colour photographs or
images hold a lot more information than black and white grey tone images.
From the natural colour of the image in the film many features like vegetation
can be identified. Colour can change depending upon the type of film and
filters used.
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11. Texture : It can be defined as the characteristic placement and variations in
definite patterns for objects in the grey tone image. Textures are classified as
smooth or coarse. This is due to the visual impression created by the tonal
changes. Coarse textures are due to sudden changes due to abrupt changes in
tone in small patches giving a mottled appearance.
Pattern : It refers to the randomness or regularity of similar objects in the
image. The pattern seen in the image is helpful in identification. Arrangement
of trees in a forest is random, while trees in an orchard are placed in an orderly
way. Same is true of houses in a neighborhood or buildings in a developed
area.
Pattern
Texture Texture
ADVANCED SURVEYING
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12. Elevation : Stereoscopes are used in association with photo pairs to have a
view of the difference in elevation of objects. The overlapping areas of the
images in photo pairs are useful in finding the elevations of points and also to
have an idea about the relative heights of different objects seen in the image.
Interpretation keys : These are used to help in visual interpretation of images.
The keys are prepared by experienced interpreters who from past experience
and ground verification prepare keys based on major elements of
identification. Keys can be prepared for specific uses such as forestry, urban
studies, network studies, and so on.
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13. Let us now summarise what has been discussed in this unit:
• Image interpretation is the process of extraction of information both qualitative
and quantitative from aerial photographs and satellite images in the form of a
map. This technique is used to collect information for a variety of purposes.
• Image interpretation is carried out either manually or with the help of computer
software and is known as visual and digital interpretation, respectively.
• Visual interpretation is a process of identifying features seen on
photographs/images and communication of information obtained from them to
others for evaluating their significance.
• The information extraction from aerial data (i.e. photo interpretation) is based
on the characteristics of photograph features, such as size, shape, tone, texture,
shadow, pattern, and association. The basic elements of visual image
interpretation are similar to those used in aerial photo interpretation.
• The criteria for identification of an object with interpretation elements are called
an interpretation keys.
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