Breaking the Human Accuracy Barrier in Computer Vision Labeling

Introduction There’s been a lot of excitement lately around how foundation models (such as CLIP, SAM, Grounding DINO, etc.) can come close to human-level performance when labeling common objects, saving a ton of labeling effort and cost. It’s impressive progress. However, it raises an important question: should human performance be used as the ceiling? And […]

Rebecca McDonald
Rebecca McDonald

Scaling an Instance Segmentation Dataset with Active Labeling in 3LC

How we turned 310 labeled fish into tens of thousands – all in a day’s work. The DeepFish dataset comprises nearly 40,000 video frames of fish in diverse ocean habitats. Available at the dataset website, it offers labels for classification, localization, and segmentation tasks. While the entire dataset includes fish/no-fish classification labels, the initial segmentation […]

Rebecca McDonald
Rebecca McDonald

Nexar Dashcam Kaggle Challenge

The Nexar Dashcam Crash Prediction Challenge presented a compelling task: predict whether a collision or near-collision event is imminent based on dashcam video footage. The training dataset comprised 1,500 real-world driving videos, each approximately 40 seconds long, annotated with precise timestamps for both the event (collision or near-collision) and the earliest moment it could be […]

Rebecca McDonald
Rebecca McDonald

Exploring the COCO Dataset

Our CEO, Paul, grabbed his digital mop and started cleaning the COCO dataset in his spare time, and came out with insights (and maybe a few data-cleaning bruises). Learn how we’re turning chaos into clarity and having a blast doing it.

Paul Endresen
Paul Endresen

3LC Changed How I Perceive Data Science

After facing redundancy at the start of 2023, Frederik considered his options when looking for a new Data Science job. Looking to work on something cutting-edge and deliver meaningful work, he found 3LC. This is his story and why he picked 3LC.

Marius Storm-Olsen
Marius Storm-Olsen
3LC
Privacy Overview

This website uses cookies so that we can provide you with the best user experience possible. Cookie information is stored in your browser and performs functions such as recognising you when you return to our website and helping our team to understand which sections of the website you find most interesting and useful.