# Video Classification on S-Kinetics-400 1.0 (test)

Source: [Video Classification on S-Kinetics-400 1.0 (test)](<https://www.sota2.com/research/sota/video-classification-on-s-kinetics-400-1-0-test>)

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

Data updated: 2026-02-26T05:30:21.737Z

Evaluation of video classification performance on the S-Kinetics-400 dataset, version 1.0, using the test split, typically measured using accuracy metrics.

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 | Video Classification |
| Dataset (including any stated split) | S-Kinetics-400 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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](<https://www.sota2.com/research/sota/video-classification-on-s-kinetics-400-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MC3-18 (ANN) | 63.52 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 62.73 | Not recorded | 68fa77481e209131cea72386 |
| R3D-18 (ANN) | 62.56 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 62.43 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 61.6 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 61.15 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 61.12 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 60.31 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 55.21 | Not recorded | 68fa77481e209131cea72386 |
| ANN-SNN conversion algorithm | 53.46 | Not recorded | 68fa77481e209131cea72386 |

### MC3-18 (ANN)

Accuracy: 63.52. Result ID: 69947df63a6c3148491d9769.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"MC3-18","Mode":"ANN"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 62.73. Result ID: 69947df63a6c3148491d976d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"MC3-18","Inference Step":"256"}. This record does not assert independent reproduction.

### R3D-18 (ANN)

Accuracy: 62.56. Result ID: 69947df63a6c3148491d976e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"R3D-18","Mode":"ANN"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 62.43. Result ID: 69947df63a6c3148491d976c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"MC3-18","Inference Step":"128"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 61.6. Result ID: 69947df63a6c3148491d976b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"MC3-18","Inference Step":"64"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 61.15. Result ID: 69947df63a6c3148491d9772.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"R3D-18","Inference Step":"256"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 61.12. Result ID: 69947df63a6c3148491d9771.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"R3D-18","Inference Step":"128"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 60.31. Result ID: 69947df63a6c3148491d9770.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"R3D-18","Inference Step":"64"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 55.21. Result ID: 69947df63a6c3148491d976a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"MC3-18","Inference Step":"32"}. This record does not assert independent reproduction.

### ANN-SNN conversion algorithm

Accuracy: 53.46. Result ID: 69947df63a6c3148491d976f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea72386.md>)

Recorded evaluation configuration: {"Arch.":"R3D-18","Inference Step":"32"}. This record does not assert independent reproduction.

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