# Few-Shot Class-Incremental Learning on CIFAR10-DVS (1-way 1-shot)

Source: [Few-Shot Class-Incremental Learning on CIFAR10-DVS (1-way 1-shot)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cifar10-dvs-1-way-1-shot>)

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

Data updated: 2026-05-12T11:01:56.438Z

Evaluation of Few-Shot Class-Incremental Learning performance using the specialized CIFAR10-DVS dataset configured for four 1-way, 1-shot incremental learning scenarios, typically reporting average (Aavg) and last-step (Alast) accuracies.

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 | Few-Shot Class-Incremental Learning |
| Dataset (including any stated split) | CIFAR10-DVS four 1-way 1-shot incremental tasks |
| Metric | Average Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Average Accuracy](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cifar10-dvs-1-way-1-shot.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

- [Last Step Accuracy](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cifar10-dvs-1-way-1-shot.md?metric=Last%20Step%20Accuracy>): Higher is better; unit: PERCENT.

- [Accuracy (h)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cifar10-dvs-1-way-1-shot.md?metric=Accuracy%20(h)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SAFA-SNN | 47.56 | Not recorded | 68fa7bdd1e209131cea8adee |
| SAFA-SNN | 41.67 | Not recorded | 68fa7bdd1e209131cea8adee |
| TEEN | 40.57 | Not recorded | 68fa7bdd1e209131cea8adee |
| SLTT | 34.46 | Not recorded | 68fa7bdd1e209131cea8adee |
| WARP | 30.92 | Not recorded | 68fa7bdd1e209131cea8adee |

### SAFA-SNN

Average Accuracy: 47.56. Result ID: 6a03089747f34ce924e6ae85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

Recorded evaluation configuration: {"Version":"SNN"}. This record does not assert independent reproduction.

### SAFA-SNN

Average Accuracy: 41.67. Result ID: 6a03089747f34ce924e6ae96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

Recorded evaluation configuration: {"Time Step":"4","Backbone":"Spiking VGG-9","Param Size (M)":"262.63"}. This record does not assert independent reproduction.

### TEEN

Average Accuracy: 40.57. Result ID: 6a03089747f34ce924e6ae84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Implementation](<https://github.com/wangkiw/TEEN>)

Recorded evaluation configuration: {"Version":"SNN"}. This record does not assert independent reproduction.

### SLTT

Average Accuracy: 34.46. Result ID: 6a03089747f34ce924e6ae95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70381e209131cea49aae.md>)

Recorded evaluation configuration: {"Time Step":"4","Backbone":"Spiking VGG-9","Param Size (M)":"262.87"}. This record does not assert independent reproduction.

### WARP

Average Accuracy: 30.92. Result ID: 6a03089747f34ce924e6ae83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adee.md>)

Recorded evaluation configuration: {"Version":"SNN"}. This record does not assert independent reproduction.

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