# Direction Prediction on ASIW (test)

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

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

Data updated: 2026-02-26T05:21:05.651Z

Evaluation of Direction Prediction performance on the test split of the ASIW dataset, measured by 10-class accuracy 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) | ASIW (test) |
| Metric | 10-class Acc |
| 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

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

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

## Recorded results

| Method | 10-class Acc | Result date | Report paper |
| --- | --- | --- | --- |
| ASMP | 42.5 | Not recorded | 68fa6dc21e209131cea3be71 |
| AVSGS | 39.2 | Not recorded | 68fa6dc21e209131cea3be71 |
| Cyclic Co-Learn | 34.8 | Not recorded | 68fa6dc21e209131cea3be71 |
| Co-Separation | 32.2 | Not recorded | 68fa6dc21e209131cea3be71 |
| Sound of Motion (SofM) | 29.6 | Not recorded | 68fa6dc21e209131cea3be71 |
| Majority Vote | 27.3 | Not recorded | 68fa6dc21e209131cea3be71 |

### ASMP

10-class Acc: 42.5. Result ID: 698fe6133a6c314849fca668.

[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.

### AVSGS

10-class Acc: 39.2. Result ID: 698fe6133a6c314849fca667.

[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.

### Cyclic Co-Learn

10-class Acc: 34.8. Result ID: 698fe6133a6c314849fca665.

[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

10-class Acc: 32.2. Result ID: 698fe6133a6c314849fca666.

[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.

### Sound of Motion (SofM)

10-class Acc: 29.6. Result ID: 698fe6133a6c314849fca664.

[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.

### Majority Vote

10-class Acc: 27.3. Result ID: 698fe6133a6c314849fca663.

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

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

Page 1 of 1. This is an index page, not the full collection.
