Datasets › OoDIS
OoDIS (Anomaly Instance Segmentation Benchmark)
OoDIS is a benchmark dataset for anomaly instance segmentation, crucial for autonomous vehicle safety. It extends existing anomaly segmentation benchmarks to focus on the segmentation of individual out-of-distribution (OOD) objects.
The dataset addresses the need for identifying and segmenting unknown objects, which are critical to avoid accidents. It includes diverse scenes with various anomalies, pushing the boundaries of current segmentation capabilities.
The benchmark is focused on evaluation of detection and instance segmentation of unexpected obstacles on roads.
For more details, refer to the OoDIS paper
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 | ||||
|---|---|---|---|---|---|---|
| Instance Segmentation | OoDIS | UGainS AP 25.19 | UGainS: Uncertainty Guided Anomaly Instance Segmentation | kumuji/ugains | 3 | Compare |
| Object Detection | OoDIS | UGainS AP 11.14 | UGainS: Uncertainty Guided Anomaly Instance Segmentation | kumuji/ugains | 3 | 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 5. 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 | |||
|---|---|---|---|---|
| UGainS: Uncertainty Guided Anomaly Instance Segmentation | 1 | 2 | 3 Aug 2023 | not harvested |
| Unmasking Anomalies in Road-Scene Segmentation | 1 | 2 | 25 Jul 2023 | not harvested |
| Segmenting Known Objects and Unseen Unknowns without Prior Knowledge | 1 | 2 | 12 Sep 2022 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- OoDIS
1 variant name, as the archive lists them.
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