# Accident Understanding on ACCIDENT@CVPR 2026 (Public)

Source: [Accident Understanding on ACCIDENT@CVPR 2026 (Public)](<https://www.sota2.com/research/sota/accident-understanding-on-accident-at-cvpr-2026-public>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-11T10:59:20.797Z

Evaluation of models on the ACCIDENT@CVPR 2026 public leaderboard for the task of Accident Understanding, reporting the Public LB score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Accident Understanding |
| Dataset (including any stated split) | ACCIDENT@CVPR 2026 (Public) |
| Metric | LB Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [LB Score](<https://www.sota2.com/research/sota/accident-understanding-on-accident-at-cvpr-2026-public.md?metric=LB%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LB Score | Result date | Report paper |
| --- | --- | --- | --- |
| Three-stage pipeline | 38.52 | Not recorded | 6a2a4144d33dfb23e783947e |
| Baseline B | 31.07 | Not recorded | 6a2a4144d33dfb23e783947e |
| Baseline A | 27.14 | Not recorded | 6a2a4144d33dfb23e783947e |

### Three-stage pipeline

LB Score: 38.52. Result ID: 6a2a94eefbc373592c28a6fc.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4144d33dfb23e783947e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4144d33dfb23e783947e.md>)

Recorded evaluation configuration: {"Temporal":"PE δ-window","Classification":"entropy-gated pairwise","Spatial":"OWL-v2 type+scene conditioned"}. This record does not assert independent reproduction.

### Baseline B

LB Score: 31.07. Result ID: 6a2a94eefbc373592c28a6fb.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4144d33dfb23e783947e.md>)

Recorded evaluation configuration: {"Type":"Rule-based","Time":"quarter-clip","Spatial":"frame center"}. This record does not assert independent reproduction.

### Baseline A

LB Score: 27.14. Result ID: 6a2a94eefbc373592c28a6fa.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4144d33dfb23e783947e.md>)

Recorded evaluation configuration: {"Type":"Rule-based","Time":"mid-clip","Spatial":"frame center"}. This record does not assert independent reproduction.

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