Importance of Image Annotation for Business Success

Images are part of modern business operations as creative and attractive visuals engage the customers towards the product/services. With groundbreaking technologies constantly evolving in the industry, the business community has simplified some processes and is matched with emerging societal innovations. One of the technologies, which is ML (Machine Learning), has made a major contribution to the global economy, changing the definitive ways of organizations. Speaking of emerging innovations, image annotation services have been vital in bringing these technologies to life.

In today’s tech world, it is considered one of the most significant computer components, easing the process of object identification. For technologies like ML and AI, one needs to acquire the full potential of the image annotation process to train the AI and ML system to identify objects similar to humans. Hence, leveraging the power of image annotation is crucial in the modern-day era. To get a clear idea and understanding, let’s initially understand what image annotation is and its prominence in the tech-driven world.

What is Image Annotation?

The image annotation process is defined in which images are manually annotated with labels, tags, or boxes by humans. The images are annotated using text, annotation tools, or both. As the data is embedded into AI/ML models, they can identify the same qualities (of the image) on their own. The process of annotation is considered a type of data labeling, which is commonly called tagging, transcribing, or image processing services.

Image annotation is utilized to identify objects, boundaries, and segment images, meaning or complete image understanding. A huge image data volume must be trained, validated, and tested for the machine learning model to achieve the expected result. Image annotation services are extremely useful as they facilitate data integration and analysis. They are a boon for industries such as eCommerce, healthcare, manufacturing, and many more.

Various Types of Image Annotation Services

As discussed, image annotation is a key driver in major technologies like AI and ML. It is one of the most crucial services for AI in the process of identifying an object like a human. As a matter of fact, it is commonly used to recognize objects that demand a bulk amount of data to train, validate, or test an ML model to get desired results. As a matter of fact, there are a variety of image annotation services which can be used for different purposes. Following are,

1. Semantic Segmentation: In this process, each pixel of the image is identified and annotated with a specific label, such as color-coded or pixel annotation. Semantic segmentation recognizes objects and assigns them categories based on their pixel intensities. The technology is beneficial for automotive, healthcare, agriculture, retail, and many other industries as it provides a complete idea of how the visual system operates and what restricts it. The process improves the efficiency of the algorithms, removes the image background, and improves accuracy.
2. Image Tagging & Labeling: This image annotation process refers to labeling the image’s people and objects. The process is utilized in retail, e-commerce, marketing, and advertising. Benefits are-
   – Quickly sorting and organization of the images
   – Quick access to a specific image using keywords
3. 2D Bounding Boxes: Bounding boxes superimpose a box around the object/person (you want the system to identify) in a given image. The method is quite useful for industries like automotive, agriculture, retail and e-commerce, insurance, information technology, and real estate. Benefits are-
   – Takes the shortest time for annotation
   – It gets done with minimal costs
4. 3D Bounding Boxes: Also known as 3D cuboid image annotation services, this is a process in which 2D images and videos get annotated into 3D models using elements such as height, width, rotation, and depth. The process enables the AI/ML systems to comprehend the exact dimensions of an object. The technique is utilized widely in automotive, retail and e-commerce, healthcare, agriculture, and real estate industries. Benefits are-
   – Calculates the distance between different objects to determine the size and space surrounding them
   – Also helps to sort out the traffic in the automotive field
5. Polygon Annotation: This image annotation process will help determine an asymmetrical object’s exact shape using segmentation masks. Polygon annotation ensures precise image annotation. The approach is utilized in the automotive, real estate, information technology, and healthcare fields. Benefits are-
   – Guarantees exact localization
   – Pin-points the exact shape and size of the objects
6. Landmark Annotation: Landmark annotation marks critical points in a particular area. The method helps capture human figures and poses in 2D images and videos. It is utilized in healthcare, automotive, insurance, agriculture, retail, and e-commerce enterprises. It helps identify facial details, emotions, and gestures.
7. Image Masking: Image Masking is the technique of separating images into layers and masks using Adobe Photoshop or similar software. It is very useful for training machine learning algorithms.

Key Partner to Outsource Image Annotation Services with eDataMine

eDataMine is one of the top data management companies based in India, and it has expertise in image data entry services. The entire team of professionals at the firm and the use of cutting-edge technologies are the keys to the success of each image processing services project. Following are some prominent reasons that make the best outsourcing image annotation service provider.

• Human expertise: Image annotation requires basic domain knowledge and relative understanding to annotate the data with perfect quality. When you outsource image annotation services to us, we provide you with experts who have experience doing all the annotations mentioned above across multiple use cases, clients, and industries. They know which annotation tool/software is best for a specific task, use case or field. Our capable professionals know how to turn challenging tasks into smooth workflows that contribute to high-quality image annotation.
• Latest technologies: AI/ML is a field where today’s innovations are obsolete tomorrow. So, firms must keep a technological edge over their competitors. Keeping that in mind, we offer the best & latest technology tools & software to perform image annotation services for you. We ensure that we provide advanced-quality image annotation and subsequently excellently performing AI models.
• Customized approach: We create and utilize various strategies specifically for each customer/client. To put this approach into practice, we understand the client’s requirements and align our strategy to meet their specific business goals.

For the desired success of your AI/ML projects, you require precise and superior-quality image data annotation. Being in the field for over 12 years, eDataMine has been providing exceptional Image annotation, image data entry services, and image processing to a diverse client base across the globe.

In the End

For businesses to operate in the tech-driven world, it is necessary to adapt and implement market trends and changes to be one step ahead in the competitive region. Moreover, organizations utilizing AI and ML technology in their business operations and image annotation services become significant role players for tech models learning algorithms to identify and function like humans.