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Showing posts from May, 2023

Image labeling

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  What is Image Labeling? Image labeling is about identifying an image as a whole, but it can also be about identifying different aspects within an image. For example, the process is simple for images that contain a single image, such as a portrait photo. Captioning an image can be more difficult for shots with more detail, such as a wide-angle image taken in a public place. The more detailed the image tag is, the more information it can provide. For example, it might be helpful to tag an image as a mountainous landscape, but it’s even better if the mountain range can be identified. Depending on the detail of the image and the level of detail of the description, captioning your image can be a lengthy process that contains a lot of information about what’s in the image. Why is Image Labeling Important for AI and Machine Learning? Image labeling is a key element in the development of supervised models with computer vision capabilities. It helps train machine learning models to label...

MLaaS

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  The evolution of a product into a full-fledged cloud service has resulted in the creation of additional services such as Platform as a service (PaaS), Infrastructure as a service (IaaS), and Software as a service (SaaS). Their expansion has sparked competition in the cloud space industry. Machine Learning as a Service (MLaaS) is progressively integrating into these cloud-based organizations, spawning new competitors. The rising trend of moving data storage to the cloud, keeping it up to date, and maximizing its value has found an ally in MLaaS, which offers these solutions at a lower cost. What is MLaaS? MLaaS as a product entails outsourcing the processes involved in integrating Machine Learning into your business to third-party experts and vendors, rather than creating your own. MLaaS encompasses a number of services that involve Machine Learning algorithms as part of their cloud computing services. This includes: ·        Pre-processing o...

Image Contrast enhancement online

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  The range of reflectance values acquired by a sensor may not match the capabilities of the film or color display panel, which is a typical difficulty in remote sensing. Different materials on the Earth's surface reflect and emit varying quantities of energy. A sensor may record a large quantity of energy from one substance in a specific wavelength, whereas another material in the same wavelength records substantially less energy. Image enhancement methods make it simpler to study and comprehend an image. Contrast refers to the range of brightness levels exhibited in a picture. Image Contrast enhancement online is a procedure that increases the visibility of visual characteristics by making the most use of the colors available on the display or output device. What is image contrast enhancement online Image enhancement is one of the most interesting and visually appealing areas of image processing. It involves operations such as enhancing contrast, reducing noise for improving ...

Machine Learning as a Service

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  The transformation of a product into a full-fledged cloud service has given rise to new services such as Platform as a service (PaaS), Infrastructure as a service (IaaS), and Software as a service (SaaS). Their growth has resulted in a battle in the cloud space market. Machine Learning as a Service (MLaaS) is integrating into these cloud-based enterprises, creating new rivals gradually. The growing trend of shifting data storage to the cloud, maintaining it, and maximizing its value has found an ally in MLaaS, which provides these solutions at a cheaper cost. What is Machine Learning as a Service? Machine learning as a service (MLaaS) is a cloud-based platform that provides users with access to machine learning algorithms and tools without requiring them to have any specialized knowledge or expertise in the field. The platform allows businesses of all sizes to leverage the power of machine learning without having to invest in expensive hardware or hire specialized staff. MLa...

Best Image Annotation Tools

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  Machine learning is an application of artificial intelligence that has had a major impact on our daily lives by dramatically improving speech recognition, traffic prediction, and online fraud detection, just to name a few, on a large scale. Essentially, computer vision, an application of machine learning, allows machines to "see" and interpret the world around them, just like humans. The performance of your computer vision model is highly dependent on the quality and accuracy of your training data, which essentially consists of annotations on images, videos, etc. Image annotation can be understood as the process of tagging images to delineate the target characteristics of your data on a human level. The result is then used to train a model and, depending on the quality of the data, achieve the desired level of accuracy in computer vision tasks. What is an Image annotation?   Image annotation is the process of labeling images to train AI and machine learning models...

Human Pose Estimation

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  What is Human Pose Estimation? Human Pose Estimation (HPE) is a task in computer vision that focuses on identifying the position of a human body in a specific scene. Most of the HPE methods are based on recording an RGB image with the optical sensor to detect body parts and the overall pose. This can be used in conjunction with other computer vision technologies for fitness and rehabilitation, augmented reality applications, and surveillance. The essence of the technology lies in detecting points of interest on the limbs, joints, and even face of a human. These key points are used to produce a 2D or 3D representation of a human body model. These models are basically a map of body joints we track during the movement. This is done for a computer not only to find the difference between a person just sitting and squatting, but also to calculate the angle of flexion in a specific joint, and tell if the movement is performed correctly. There are three common types of human models: ske...

face recognition online

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  What is face recognition online?   face recognition online, also called facial detection, is an artificial intelligence (AI)-based computer technology used to find and identify human faces in digital images and video. face recognition technology is often used for surveillance and tracking of people in real time. It is used in various fields including security, biometrics, law enforcement, entertainment and social media. face recognition online uses machine learning ( ML ) and artificial neural network (ANN) technology, and plays an important role in face tracking, face analysis and facial recognition. In face analysis, face recognition online uses facial expressions to identify which parts of an image or video should be focused on to determine age, gender and emotions. In a facial recognition system, face recognition data is required to generate a faceprint and match it with other stored faceprints. Facial Recognition Software   The face identifier procedur...