Datasets › ORBIT
ORBIT
ORBIT is a real-world few-shot dataset and benchmark grounded in a real-world application of teachable object recognizers for people who are blind/low vision. The dataset contains 3,822 videos of 486 objects recorded by people who are blind/low-vision on their mobile phones, and the benchmark reflects a realistic, highly challenging recognition problem, providing a rich playground to drive research in robustness to few-shot, high-variation conditions.
Benchmarks archive 2025-07-28
All 2 leaderboards 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 | ||||
|---|---|---|---|---|---|---|
| Few-Shot Image Classification | ORBIT Clutter Video Evaluation | ProtoNetsVideo Frame accuracy 71.69 | Improving ProtoNet for Few-Shot Video Object... | guliisgreat/orbit-2022-winner-method +3 | 3 | Compare |
| Few-Shot Image Classification | ORBIT Clean Video Evaluation | SimpleCNAPs + LITE Frame accuracy 82.70 | Memory Efficient Meta-Learning with Large Images | microsoft/ORBIT-Dataset +1 | 2 | Compare |
Papers archive 2025-07-28
3 shown of 3 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 7. 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 | |||
|---|---|---|---|---|
| Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022 | 4 | 1 | 1 Oct 2022 | not harvested |
| Memory Efficient Meta-Learning with Large Images | 2 | 2 | 2 Jul 2021 | ran 3 of 9 samples (6 unverified) |
| ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition | 1 | 2 | 8 Apr 2021 | ran 3 of 3 samples (0 unverified) |
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
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ORBIT
- ORBIT Clutter Video Evaluation
- ORBIT Clean Video Evaluation
3 variant names, as the archive lists them.
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