# Direction Prediction on AVE (test)

Source: [Direction Prediction on AVE (test)](<https://www.sota2.com/research/sota/direction-prediction-on-ave-test>)

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

Data updated: 2026-02-26T05:34:00.459Z

Evaluation of Direction Prediction performance on the test split of the AVE dataset, reporting metrics such as 10-class and 28-class accuracy.

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 | Direction Prediction |
| Dataset (including any stated split) | AVE (test) |
| Metric | Accuracy (10-class) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy (10-class)](<https://www.sota2.com/research/sota/direction-prediction-on-ave-test.md?metric=Accuracy%20(10-class)>): Higher is better; unit: PERCENT.

- [Accuracy (28-class)](<https://www.sota2.com/research/sota/direction-prediction-on-ave-test.md?metric=Accuracy%20(28-class)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (10-class) | Result date | Report paper |
| --- | --- | --- | --- |
| AVSGS | 38.9 | Not recorded | 68fa6dc21e209131cea3be71 |
| ASMP | 38.5 | Not recorded | 68fa6dc21e209131cea3be71 |
| Sound of Motion (SofM) | 31.2 | Not recorded | 68fa6dc21e209131cea3be71 |
| Cyclic Co-Learn | 30.7 | Not recorded | 68fa6dc21e209131cea3be71 |
| Co-Separation | 30.2 | Not recorded | 68fa6dc21e209131cea3be71 |
| Majority Vote | 29.2 | Not recorded | 68fa6dc21e209131cea3be71 |

### AVSGS

Accuracy (10-class): 38.9. Result ID: 698fe6133a6c314849fca66d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ASMP

Accuracy (10-class): 38.5. Result ID: 698fe6133a6c314849fca66e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

[Implementation](<https://sites.google.com/site/metrosmiles/research/research-projects/asmp>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Sound of Motion (SofM)

Accuracy (10-class): 31.2. Result ID: 698fe6133a6c314849fca66a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a51e209131cea0b982.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Cyclic Co-Learn

Accuracy (10-class): 30.7. Result ID: 698fe6133a6c314849fca66b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea233f5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Co-Separation

Accuracy (10-class): 30.2. Result ID: 698fe6133a6c314849fca66c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66381e209131cea0edfa.md>)

[Implementation](<https://github.com/hangzhaomit/Sound-of-Pixels>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Majority Vote

Accuracy (10-class): 29.2. Result ID: 698fe6133a6c314849fca669.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc21e209131cea3be71.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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