# Event-based Action Recognition on CIFAR10-DVS

Source: [Event-based Action Recognition on CIFAR10-DVS](<https://www.sota2.com/research/sota/event-based-action-recognition-on-cifar10-dvs>)

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

Data updated: 2026-02-26T05:30:30.192Z

Evaluation of Event-based Action Recognition performance on the CIFAR10-DVS dataset, typically measured by 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 | Event-based Action Recognition |
| Dataset (including any stated split) | CIFAR10-DVS |
| 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/event-based-action-recognition-on-cifar10-dvs.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Spikeformer | 80.9 | Not recorded | 68fa78411e209131cea77724 |
| IM-LIF | 80.5 | Not recorded | 68fa78411e209131cea77724 |
| STSA | 79.93 | Not recorded | 68fa78411e209131cea77724 |
| MPBN | 78.7 | Not recorded | 68fa78411e209131cea77724 |
| GLIF | 78.1 | Not recorded | 68fa78411e209131cea77724 |
| LSG | 77.9 | Not recorded | 68fa78411e209131cea77724 |
| TET | 77.3 | Not recorded | 68fa78411e209131cea77724 |
| MPBN | 74.4 | Not recorded | 68fa78411e209131cea77724 |
| SEW | 74.4 | Not recorded | 68fa78411e209131cea77724 |
| IM-loss | 72.6 | Not recorded | 68fa78411e209131cea77724 |

### Spikeformer

Accuracy: 80.9. Result ID: 699582673badfaffe67aa7df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6df81e209131cea3d0cb.md>)

Recorded evaluation configuration: {"Architecture":"Spikeformer","Timestep":16}. This record does not assert independent reproduction.

### IM-LIF

Accuracy: 80.5. Result ID: 699582673badfaffe67aa7db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

Recorded evaluation configuration: {"Architecture":"VGG-13","Timestep":10}. This record does not assert independent reproduction.

### STSA

Accuracy: 79.93. Result ID: 699582673badfaffe67aa7dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

Recorded evaluation configuration: {"Architecture":"STS-Transformer","Timestep":16}. This record does not assert independent reproduction.

### MPBN

Accuracy: 78.7. Result ID: 699582673badfaffe67aa7d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa36.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-20","Timestep":10}. This record does not assert independent reproduction.

### GLIF

Accuracy: 78.1. Result ID: 699582673badfaffe67aa7dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40b09.md>)

Recorded evaluation configuration: {"Architecture":"7B-wideNet","Timestep":16}. This record does not assert independent reproduction.

### LSG

Accuracy: 77.9. Result ID: 699582673badfaffe67aa7d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-19","Timestep":10}. This record does not assert independent reproduction.

### TET

Accuracy: 77.3. Result ID: 699582673badfaffe67aa7da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c821e209131cea34671.md>)

Recorded evaluation configuration: {"Architecture":"VGGSNN","Timestep":10}. This record does not assert independent reproduction.

### MPBN

Accuracy: 74.4. Result ID: 699582673badfaffe67aa7d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705d1e209131cea4aa36.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-19","Timestep":10}. This record does not assert independent reproduction.

### SEW

Accuracy: 74.4. Result ID: 699582673badfaffe67aa7de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba61e209131cea2f958.md>)

[Implementation](<https://github.com/fangwei123456/Spike-Element-Wise-ResNet>)

Recorded evaluation configuration: {"Architecture":"SEW-ResNet","Timestep":16}. This record does not assert independent reproduction.

### IM-loss

Accuracy: 72.6. Result ID: 699582673badfaffe67aa7d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78411e209131cea77724.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-19","Timestep":10}. This record does not assert independent reproduction.

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