How to Estimate Depth from a Single Image
Run and Evaluate Monocular Depth Estimation Models with Hugging Face and FiftyOne Humans view the world through…
Author: Jacob Marks
How to Detect Small Objects
In this post, you will learn how to detect small objects in your dataset using Slicing Aided Hyper Inference (SAHI).
How to Cluster Images
In this blog, we’ll cover the basics of clustering and show you how to structure your visual data using the open-source…
Efficiently Managing and Querying Visual Data With MongoDB Atlas Vector Search and FiftyOne
In this post, we will show you how to use FiftyOne and MongoDB Atlas Vector Search to streamline your data-centric…
A History of CLIP Model Training Data Advances
In this post, we’re going to cover five of the most important data-centric advances in contrastive language-image…
Streamline Computer Vision Workflows with Hugging Face Transformers and FiftyOne
In this post, we’ll show you how to seamlessly connect your visual data and Hugging Face transformer models.
Data Augmentation is Still Data Curation
In this post we introduce the process of data augmentation, highlight a few common failure modes in computer vision,…
How to Visualize Your Data with Dimension Reduction Techniques
Learn how to visualize embeddings using PCA, t-SNE & UMAP. And learn strengths & weaknesses of each.
How to Build a Semantic Search Engine for Emojis
Learn how to build an open-source semantic emoji search engine, with both UI-centric and CLI versions.
Why 2023 was the most exciting year in computer vision history (so far)
Computer vision had a banner year in 2023. From new foundation models to accurate real-time detection! We’ve…