# Meta-continual learning on TinyImageNet 20/10

Source: [Meta-continual learning on TinyImageNet 20/10](<https://www.sota2.com/research/sota/meta-continual-learning-on-tinyimagenet-20-10>)

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

Data updated: 2026-02-27T09:48:40.049Z

Evaluation of Meta-continual learning performance on the TinyImageNet 20/10 dataset, reporting 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 | Meta-continual learning |
| Dataset (including any stated split) | TinyImageNet 20/10 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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/meta-continual-learning-on-tinyimagenet-20-10.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VR-MCL | 13.3 | Not recorded | 68fa75d81e209131cea6a32b |
| RanDumb | 11.6 | Not recorded | 68fa75d81e209131cea6a32b |
| ER-OBC | 11.5 | Not recorded | 68fa75d81e209131cea6a32b |
| ER | 11.1 | Not recorded | 68fa75d81e209131cea6a32b |
| CLSER | 11.1 | Not recorded | 68fa75d81e209131cea6a32b |
| DER++ | 8.3 | Not recorded | 68fa75d81e209131cea6a32b |
| La-MAML | 6.74 | Not recorded | 68fa75d81e209131cea6a32b |
| GDumb | 4.6 | Not recorded | 68fa75d81e209131cea6a32b |
| OCM | 4.5 | Not recorded | 68fa75d81e209131cea6a32b |
| DER | 4.1 | Not recorded | 68fa75d81e209131cea6a32b |
| LWF | 4 | Not recorded | 68fa75d81e209131cea6a32b |
| A-GEM | 4 | Not recorded | 68fa75d81e209131cea6a32b |
| Finetune | 3.9 | Not recorded | 68fa75d81e209131cea6a32b |
| IS | 3.3 | Not recorded | 68fa75d81e209131cea6a32b |

### VR-MCL

Accuracy: 13.3. Result ID: 69a1686835dfcabb00e6ddcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### RanDumb

Accuracy: 11.6. Result ID: 69a1686835dfcabb00e6ddcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

[Implementation](<https://github.com/drimpossible/RanDumb>)

Recorded evaluation configuration: {"Rehearsal Strategy":"Rehearsal-Free","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### ER-OBC

Accuracy: 11.5. Result ID: 69a1686835dfcabb00e6ddca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### ER

Accuracy: 11.1. Result ID: 69a1686835dfcabb00e6ddc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### CLSER

Accuracy: 11.1. Result ID: 69a1686835dfcabb00e6ddc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c821e209131cea346c1.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### DER++

Accuracy: 8.3. Result ID: 69a1686835dfcabb00e6ddc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

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

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

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### La-MAML

Accuracy: 6.74. Result ID: 69a1686835dfcabb00e6ddc3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### GDumb

Accuracy: 4.6. Result ID: 69a1686835dfcabb00e6ddc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### OCM

Accuracy: 4.5. Result ID: 69a1686835dfcabb00e6ddc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### DER

Accuracy: 4.1. Result ID: 69a1686835dfcabb00e6ddc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

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

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

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### LWF

Accuracy: 4. Result ID: 69a1686835dfcabb00e6ddc0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

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

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### A-GEM

Accuracy: 4. Result ID: 69a1686835dfcabb00e6ddc1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65371e209131cea090ac.md>)

[Implementation](<https://github.com/facebookresearch/agem>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### Finetune

Accuracy: 3.9. Result ID: 69a1686835dfcabb00e6ddbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

### IS

Accuracy: 3.3. Result ID: 69a1686835dfcabb00e6ddc2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a32b.md>)

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

Recorded evaluation configuration: {"Buffer size (M)":"1k","Tasks/Classes":"20/10"}. This record does not assert independent reproduction.

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