active-vision
oxford-day-and-night
Oxford Day and Night Dataset
Updates
Feb 18 2026: add grayscale videos from SLAM cameras in mp4 directory.
Feb 23 2026: release anonymized vrs files.
Mar 21 2026: release a Docker container (here) to facilitate anonymising VRS files using a GPU.
Overview
We recorded 124 egocentric videos of 5 locations in Oxford, UK, under 3 different lightning conditions, day, dusk, and night.
This dataset offers a unique combination of:
large-scale (30… See the full description on the dataset page: https://huggingface.co/datasets/active-vision-lab/oxford-day-and-night.ActiveVision
ActiveVision — An Exam for Active Observers
ActiveVision is a benchmark for iterative visual reasoning: 85 photorealistic
items across 17 tasks that cannot be solved from a single glance — the model has
to keep returning to the image to scan, trace, and compare. Every scene is
generated by a deterministic program and re-rendered photorealistically while
preserving the structure, so answers are exact by construction.
Frontier models reach about 10% with pure… See the full description on the dataset page: https://huggingface.co/datasets/activevisionai/ActiveVision.NINormal