Datasets › Gaze360
Gaze360 (Physically Unconstrained Gaze Estimation in the Wild)
Understanding where people are looking is an informative social cue. In this work, we present Gaze360, a large-scale gaze-tracking dataset and method for robust 3D gaze estimation in unconstrained images. Our dataset consists of 238 subjects in indoor and outdoor environments with labelled 3D gaze across a wide range of head poses and distances. It is the largest publicly available dataset of its kind by both subject and variety, made possible by a simple and efficient collection method. Our proposed 3D gaze model extends existing models to include temporal information and to directly output an estimate of gaze uncertainty. We demonstrate the benefits of our model via an ablation study, and show its generalization performance via a cross-dataset evaluation against other recent gaze benchmark datasets. We furthermore propose a simple self-supervised approach to improve cross-dataset domain adaptation. Finally, we demonstrate an application of our model for estimating customer attention in a supermarket setting.
Image source: Gaze360: Physically Unconstrained Gaze Estimation in the Wild
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Gaze Estimation | Gaze360 | MCGaze Angular Error 10.02 | End-to-end Video Gaze Estimation via Capturing... | zgchen33/mcgaze | 4 | Compare |
Papers archive 2025-07-28
4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 62. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| End-to-end Video Gaze Estimation via Capturing Head-face-eye Spatial-temporal Interaction Context | 1 | 1 | 27 Oct 2023 | not harvested |
| L2CS-Net: Fine-Grained Gaze Estimation in Unconstrained Environments | 2 | 1 | 7 Mar 2022 | ran 5 of 10 samples (5 unverified; 2 pointer-only for licence) |
| Weakly-Supervised Physically Unconstrained Gaze Estimation | 2 | 1 | 20 May 2021 | not harvested |
| Gaze360: Physically Unconstrained Gaze Estimation in the Wild | 2 | 1 | 22 Oct 2019 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Gaze360
1 variant name, as the archive lists them.
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