Ehsan Elhamifar*

Two-Stage Active Learning for Efficient Temporal Action Segmentation

"Training a temporal action segmentation (TAS) model on long and untrimmed videos requires gathering framewise video annotations, which is very costly. We propose a two-stage active learning framework to efficiently learn a TAS model using only a small amount of video annotations. Our framework cons…