Pearls from Pebbles: Improved Confidence Functions for Auto-labeling

no code implementations • 24 Apr 2024 • Harit Vishwakarma, Reid, Chen, Sui Jiet Tay, Satya Sai Srinath Namburi, Frederic Sala, Ramya Korlakai Vinayak

We develop a tractable version of the framework to obtain \texttt{Colander} (Confidence functions for Efficient and Reliable Auto-labeling), a new post-hoc method specifically designed to maximize performance in TBAL systems.

Multimodal Data Curation via Object Detection and Filter Ensembles

no code implementations • 5 Jan 2024 • Tzu-Heng Huang, Changho Shin, Sui Jiet Tay, Dyah Adila, Frederic Sala

We propose an approach for curating multimodal data that we used for our entry in the 2023 DataComp competition filtering track.

Object object-detection +2