# Continual Image Classification on Split-MNIST 5 tasks (test)

Source: [Continual Image Classification on Split-MNIST 5 tasks (test)](<https://www.sota2.com/research/sota/continual-image-classification-on-split-mnist-5-tasks-test>)

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

Data updated: 2026-06-17T07:54:26.269Z

Evaluation of Continual Image Classification performance on the test split of the 5-task configuration of Split-MNIST, reporting Accuracy (Acc) and Forgetting (Fgt).

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 | Continual Image Classification |
| Dataset (including any stated split) | Split-MNIST 5 tasks (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/continual-image-classification-on-split-mnist-5-tasks-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Forgetting](<https://www.sota2.com/research/sota/continual-image-classification-on-split-mnist-5-tasks-test.md?metric=Forgetting>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LwF | 80.3 | Not recorded | 6a322a57d33dfb23e783ed6d |
| Spectral Regularization | 77.9 | Not recorded | 6a322a57d33dfb23e783ed6d |
| DER++ | 65.9 | Not recorded | 6a322a57d33dfb23e783ed6d |
| Replay | 56.7 | Not recorded | 6a322a57d33dfb23e783ed6d |
| SI | 22.2 | Not recorded | 6a322a57d33dfb23e783ed6d |
| EWC | 19.8 | Not recorded | 6a322a57d33dfb23e783ed6d |
| No reg | 19.7 | Not recorded | 6a322a57d33dfb23e783ed6d |

### LwF

Accuracy: 80.3. Result ID: 6a3252b0fbc373592c2fa91d.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

### Spectral Regularization

Accuracy: 77.9. Result ID: 6a3252b0fbc373592c2fa91e.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

### DER++

Accuracy: 65.9. Result ID: 6a3252b0fbc373592c2fa91c.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3e2.md>)

[Implementation](<https://github.com/aimagelab/mammoth>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

### Replay

Accuracy: 56.7. Result ID: 6a3252b0fbc373592c2fa91b.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

### SI

Accuracy: 22.2. Result ID: 6a3252b0fbc373592c2fa91a.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ed01e209131ce9e565c.md>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

### EWC

Accuracy: 19.8. Result ID: 6a3252b0fbc373592c2fa919.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

### No reg

Accuracy: 19.7. Result ID: 6a3252b0fbc373592c2fa918.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a57d33dfb23e783ed6d.md>)

Recorded evaluation configuration: {"head\_type":"shared-head","architecture":"MLP"}. This record does not assert independent reproduction.

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