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Computer Vision

Video Annotations For Deep Learning — Popular Applications and Examples

Discover different types of video annotations, popular use cases, and high-precision tools for computer vision and deep learning.
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Computer Vision

8 Instant Benefits of Switching To A Mature Data Labeling Platform

Mature, high-performing labeling tools make all the difference in data quality for ML models. Explore features of GT Studio — our web-based data annotation platform that will instantly turn your labeling game around for free.
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Computer Vision

Image Annotation For Computer Vision — The Ultimate Guide With Data Samples

Discover different types of image annotations, popular use cases, and high-precision tools for computer vision.
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Computer Vision

Building Training Datasets For Your ML Model? Here’s Everything You Need To Know...

Structured training data is quickly becoming the currency of new-age machine AI innovations and so we decided to break down the anatomy of a good training dataset to brush up on basics.
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Computer Vision

Decision Framework For Data Labeling Strategy

Busting common misbeliefs about data labeling workflows and budgets to provide a realistic decision framework that will take your data labeling strategy from flawed to flawless.
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Computer Vision

List of LiDAR Datasets for Autonomous Vehicles Till 2018

Although 2D camera data is used to teach autonomous vehicles to find their way from Point A to PointB, it comes with its own set of drawbacks. For eg: camera images are not very useful when it is dark or there are reflections due to strong sunlight
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Computer Vision

Loss Functions for Computer Vision Models

Machine learning algorithms are designed so that they can “learn” from their mistakes and “update” themselves using the training data we provide them. But how do they quantify these mistakes?
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Computer Vision

What is Training Data, Really?

Machines are much faster at processing and storing knowledge compared to humans. But how can one leverage their speed to create intelligent machines? The answer to this question – make them feed on relevant data. This is also referred to as Training data.
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Computer Vision

Comparing Image Annotation Types by Computer Vision Use Cases

The most important thing that the computer vision expert does is to decide which image annotation type is needed to build the most accurate model(s) for object detection.
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