The Picsellia Blog

news

6 Computer Vision Trends in 2022

AI has immensely contributed to computer vision’s advances over the past years. It’s the field where most AI research is being conducted. But what is going

Konstantinos Poulinakis

September 28, 2022

Tech

How To Ensure Data Quality – Best Practices

Data curation is the management of data in an organization such that it is readily available in the present and preserved for future use

Haziqa Sajid

September 19, 2022

Computer Vision

Are Transformers replacing CNNs in Object Detection?

In the past decade, CNNs sparked a new revolution in computer vision. In 2020, ViTs gained a lot of attention. Are transformers replacing CNNs?

Konstantinos Poulinakis

August 22, 2022

Data Management

How to Reduce Training Data with Self-Supervised Learning

Self-Supervised Learning (SSL) aims to leverage large unlabeled datasets to train capable feature extractors such as CNN or ViT encoders. But what is SSL?

Konstantinos Poulinakis

July 26, 2022

Dataset management

What Is Image Data Augmentation?

To solve the problem of data scarcity, we use data augmentation techniques. But how do you augment image data? We'll go throw this in a simple way.

Haziqa Sajid

July 19, 2022

MLOps

Why Do Classical MLOps Tools Not Fit Computer Vision?

Computer vision pipelines require a set of processes that are exclusive to Computer Vision. This is where CVOps comes to play.

Haziqa Sajid

July 1, 2022

Computer vision

How To Optimize Computer Vision Models For Edge Devices

Learn the best optimization techniques to decrease model size and increase inference speed in computer vision.

Konstantinos Poulinakis

June 30, 2022

Data Management

Data Versioning & Feedback Loop Best Practices

Data versioning is an effective methodology used when running many experiments that entail different data processing techniques. Find our best practices!

Konstantinos Poulinakis

May 30, 2022

Product

How We Built A Dataset Visual Similarity Search Feature

Learn how we built a dataset visual similarity search feature with embeddings and Qdrant.

May 18, 2022