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Human Annotation: 3 Edge Cases Automation Misses

Human Annotation: 3 Edge Cases Automation Misses

by Shrey Agarwal | Dec 4, 2025 | Data Annotation

Human Annotation is the backbone of today’s AI and Machine Learning Systems. While AI models can process huge amounts of data but they still rely on humans to guide them. If the labels are inconsistent or messy, even the most advanced models can make wrong...
Role of LiDAR Annotation in Autonomous Vehicles

Role of LiDAR Annotation in Autonomous Vehicles

by Shrey Agarwal | Nov 7, 2025 | Data Annotation

LiDAR technology, or Light Detection and Ranging, is a remote sensing technology that uses laser light to measure distances and create detailed 3D maps of objects and the environment. A LiDAR system emits laser pulses, and a receiver captures the reflected light to...
The Role of Data Labeling in Modern AI and ML Projects

The Role of Data Labeling in Modern AI and ML Projects

by Shrey Agarwal | Oct 13, 2025 | Data Annotation

AI and machine learning models can only be good when they are fed the right data. Machines can’t understand the context of images or text without proper data labeling. AI has moved beyond the simple understanding of an image or a sentence to understanding the...
How Image Sorting and Filtering Reduce Noise in AI Datasets

How Image Sorting and Filtering Reduce Noise in AI Datasets

by Shrey Agarwal | Jun 23, 2025 | Data Processing

Noise in AI datasets refers to irrelevant, random, or erroneous data that can hamper the learning process of AI models. The noise can negatively affect the accuracy, generalization, and robustness of the different AI models. Simply put, unwanted data makes it...
What Are the Common Types of Image Annotation Techniques?

What Are the Common Types of Image Annotation Techniques?

by Shrey Agarwal | Jun 9, 2025 | Image Annotation

How computers understand images is an interesting question. With autonomous vehicles and artificial intelligence taking center stage, understanding computer vision has become even more important. Now, the fact that machines need external support to view and understand...
« Older Entries
  • The banner image shows why Human Annotation is vital and what automation misses
    Human Annotation: 3 Edge Cases Automation Misses
  • AI vs human content moderation illustration showing digital filters and human reviewers.
    AI vs Human Content Moderation: Who Does Better in Content Filtering?
  • This banner images show Audio Data Labeling for AI Accuracy in 2026
    How to Master Audio Data Labeling for AI Accuracy in 2026
  • Dashboard view depicting LiDAR Annotation in Autonomous Vehicles for detecting road obstacles.
    Role of LiDAR Annotation in Autonomous Vehicles
  • Computer vision in sports enhancing athlete performance analysis with AI and motion tracking.
    Computer Vision in Sports: Applications, Challenges, and Sports Datasets

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