Shotwell Shotwell

Blog

Case study Ultra

Turning Robot Teleoperation Data Into Reliable Training Data

How Shotwell helped Ultra turn raw robot teleoperation episodes into searchable, high-signal training data for policy improvement and operator feedback.

Read case study
Research Benchmark

Shotwell-Bench

An annotation benchmark that evaluates dense video annotations without penalizing valid alternative segmentations and descriptions.

Read benchmark