Bio
Nilesh Barla is the founder of PerceptronAI, which aims to provide solutions in medical and material science through deep learning algorithms. He studied metallurgical and materials engineering at the National Institute of Technology Trichy, India, and enjoys researching new trends and algorithms in deep learning.
Articles
Computer vision
Jan 6, 2022
The Complete Guide to Panoptic Segmentation [+V7 Tutorial]
Panoptic segmentation is the task of simultaneously segmenting objects and classifying them into categories. Discover different approaches to the task.

Computer vision
Jan 6, 2022
The Complete Guide to Panoptic Segmentation [+V7 Tutorial]
Panoptic segmentation is the task of simultaneously segmenting objects and classifying them into categories. Discover different approaches to the task.

Computer vision
Nov 16, 2021
The Complete Guide to Object Tracking [+V7 Tutorial]
What is object tracking and how does it differ from object detection? Learn about the most popular object tracking algorithms and their applications in real-world scenarios.

Computer vision
Nov 16, 2021
The Complete Guide to Object Tracking [+V7 Tutorial]
What is object tracking and how does it differ from object detection? Learn about the most popular object tracking algorithms and their applications in real-world scenarios.

Computer vision
Oct 27, 2021
A Gentle Introduction to Deep Learning—the ELI5 Way
An overview of deep learning: everything from the basics of neural networks to advanced techniques, limitations, and practical applications.

Computer vision
Oct 27, 2021
A Gentle Introduction to Deep Learning—the ELI5 Way
An overview of deep learning: everything from the basics of neural networks to advanced techniques, limitations, and practical applications.

Data labeling
Sep 24, 2021
Data Annotation Tutorial: Definition, Tools, Datasets
Learn what data annotation is and how to build reliable machine learning models. Explore different types of data annotation. See tools and examples.

Data labeling
Sep 24, 2021
Data Annotation Tutorial: Definition, Tools, Datasets
Learn what data annotation is and how to build reliable machine learning models. Explore different types of data annotation. See tools and examples.

A Comprehensive Guide to Human Pose Estimation
Computer vision

A Comprehensive Guide to Human Pose Estimation
Computer vision

The Beginner’s Guide to Semantic Segmentation
Computer vision

The Beginner’s Guide to Semantic Segmentation
Computer vision

Data Annotation Tutorial: Definition, Tools, Datasets
Data labeling

Data Annotation Tutorial: Definition, Tools, Datasets
Data labeling

A Gentle Introduction to Deep Learning—the ELI5 Way
Computer vision

A Gentle Introduction to Deep Learning—the ELI5 Way
Computer vision

The Complete Guide to Object Tracking [+V7 Tutorial]
Computer vision

The Complete Guide to Object Tracking [+V7 Tutorial]
Computer vision

Load More
Changelog Updates
New model
Feb 4, 2026
SAM 3: Text-Prompt Segmentation and Enhanced Auto-Tracking
New model
Feb 4, 2026
SAM 3: Text-Prompt Segmentation and Enhanced Auto-Tracking
New model
Feb 4, 2026
SAM 3: Text-Prompt Segmentation and Enhanced Auto-Tracking
New feature
May 15, 2025

Improved Dataset Organization with Custom Labels
New feature
May 15, 2025

Improved Dataset Organization with Custom Labels
New feature
May 15, 2025

Improved Dataset Organization with Custom Labels