CVAIHCLGROOct 17, 2025

Aria Gen 2 Pilot Dataset

arXiv:2510.16134v16 citationsh-index: 1Has Code
Originality Synthesis-oriented
AI Analysis

This provides a new dataset for egocentric vision and multimodal AI research, though it is incremental as it builds on existing hardware and data collection methods.

The paper introduces the Aria Gen 2 Pilot Dataset (A2PD), an egocentric multimodal dataset captured using Aria Gen 2 glasses, featuring daily activities across five scenarios to demonstrate the device's perception capabilities.

The Aria Gen 2 Pilot Dataset (A2PD) is an egocentric multimodal open dataset captured using the state-of-the-art Aria Gen 2 glasses. To facilitate timely access, A2PD is released incrementally with ongoing dataset enhancements. The initial release features Dia'ane, our primary subject, who records her daily activities alongside friends, each equipped with Aria Gen 2 glasses. It encompasses five primary scenarios: cleaning, cooking, eating, playing, and outdoor walking. In each of the scenarios, we provide comprehensive raw sensor data and output data from various machine perception algorithms. These data illustrate the device's ability to perceive the wearer, the surrounding environment, and interactions between the wearer and the environment, while maintaining robust performance across diverse users and conditions. The A2PD is publicly available at projectaria.com, with open-source tools and usage examples provided in Project Aria Tools.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes