The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)10 Kesä 2025

Zero-Shot Auto-Labeling: The End of Annotation for Computer Vision with Jason Corso - #735

Today, we're joined by Jason Corso, co-founder of Voxel51 and professor at the University of Michigan, to explore automated labeling in computer vision. Jason introduces FiftyOne, an open-source platform for visualizing datasets, analyzing models, and improving data quality. We focus on Voxel51’s recent research report, “Zero-shot auto-labeling rivals human performance,” which demonstrates how zero-shot auto-labeling with foundation models can yield to significant cost and time savings compared to traditional human annotation. Jason explains how auto-labels, despite being "noisier" at lower confidence thresholds, can lead to better downstream model performance. We also cover Voxel51's "verified auto-labeling" approach, which utilizes a "stoplight" QA workflow (green, yellow, red light) to minimize human review. Finally, we discuss the challenges of handling decision boundary uncertainty and out-of-domain classes, the differences between synthetic data generation in vision and language domains, and the potential of agentic labeling. The complete show notes for this episode can be found at https://twimlai.com/go/735.

Kokeile Premiumia

Nauti 14 päivää ilmaiseksi

Tilaa Premium

Jaksot(783)

This Week in ML & AI - 7/1/16: Fatal Tesla Autopilot Crash, EU Outlawing Machine Learning & CVPR

This Week in Machine Learning & AI brings you the week’s most interesting and important stories from the world of machine learning and artificial intelligence. This week's show covers the first fatal ...

3 Heinä 201635min

This Week in ML & AI - 6/24/16: Dueling Neural Networks at ICML, Plus Training a Robotic Housekeeper

25 Kesä 201625min

This Week in Machine Learning & AI - 6/17/16: Apple's New ML APIs, IBM Brings Deep Learning Thunder

This Week in Machine Learning & AI brings you the week’s most interesting and important stories from the world of machine learning and artificial intelligence. This week’s podcast digs into Apple's ML...

18 Kesä 201624min

This Week In Machine Learning & AI - 6/10/16: Self-Motivated AI, Plus A Kill-Switch for Rogue Bots

11 Kesä 201624min

This Week In Machine Learning & AI - 6/3/16: Facebook's DeepText, ML & Art, Artificial Assistants

4 Kesä 201624min

This Week In Machine Learning & AI - 5/27/16: The White House on AI & Aggressive Self-Driving Cars

This Week in Machine Learning & AI brings you the week's most interesting and important stories from the world of machine learning and artificial intelligence. This week's episode explores the White H...

28 Touko 201625min

This Week In Machine Learning & AI - 5/20/16: AI at Google I/O, Amazon's Deep Learning DSSTNE

This Week In Machine Learning & AI - May 20, 2016. Google I/O, deep learning hardware and an AI to save you from conference call hell.

21 Touko 201619min

Kaikki yhdessä sovelluksessa

Kuuntele kaikki suosikkipodcastisi ja -äänikirjasi yhdessä paikassa.

Sinulle valikoitua sisältöä

Podme-sovelluksessa kokoat suosikkisi helposti omaan kirjastoosi. Saat meiltä myös kuuntelusuosituksia!

Jatka kuuntelua koska tahansa

Voit jatkaa siitä mihin jäit, myös offline-tilassa.

Premium

9,99 €/kk

Kaikki premium-podcastit
Ei mainoksia
Ei sitoutumista, peruuta koska tahansa

Aloita 14 päivän kokeilu

Premium

13,99 €/kk

Kaikki premium-podcastit
Ei mainoksia
Ei sitoutumista, peruuta koska tahansa
Yksi lisäkäyttäjä

Kokeile 14 päivää maksutta

Suosittua kategoriassa Politiikka ja uutiset

Tarinat ja äänet, joita rakastat kuunnella

Kuuntele kaikki suosikkipodcastisi ja -äänikirjasi

Lue lisää