# Task-Incremental Continual Learning on Tiny-ImageNet Sequential

Source: [Task-Incremental Continual Learning on Tiny-ImageNet Sequential](<https://www.sota2.com/research/sota/task-incremental-continual-learning-on-tiny-imagenet-sequential>)

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

Data updated: 2026-02-26T05:45:29.625Z

Evaluation of model performance on the Tiny-ImageNet Sequential setup under a Task-Incremental Continual Learning protocol, focusing on the Forgetting metric.

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 | Task-Incremental Continual Learning |
| Dataset (including any stated split) | Tiny-ImageNet Sequential |
| Metric | Forgetting |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Forgetting](<https://www.sota2.com/research/sota/task-incremental-continual-learning-on-tiny-imagenet-sequential.md?metric=Forgetting>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Forgetting | Result date | Report paper |
| --- | --- | --- | --- |
| GCR | 13.1 | Not recorded | 68fa6c591e209131cea337bf |
| DER | 15.08 | Not recorded | 68fa6c591e209131cea337bf |
| GCR | 27.88 | Not recorded | 68fa6c591e209131cea337bf |
| DER | 28.21 | Not recorded | 68fa6c591e209131cea337bf |
| GCR | 40.36 | Not recorded | 68fa6c591e209131cea337bf |
| DER | 40.43 | Not recorded | 68fa6c591e209131cea337bf |

### GCR

Forgetting: 13.1. Result ID: 698f085d3a6c314849f5184f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"Buffer Size (K)":"2000"}. This record does not assert independent reproduction.

### DER

Forgetting: 15.08. Result ID: 698f085d3a6c314849f5184c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

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

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

Recorded evaluation configuration: {"Buffer Size (K)":"2000"}. This record does not assert independent reproduction.

### GCR

Forgetting: 27.88. Result ID: 698f085d3a6c314849f5184e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"Buffer Size (K)":"500"}. This record does not assert independent reproduction.

### DER

Forgetting: 28.21. Result ID: 698f085d3a6c314849f5184b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

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

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

Recorded evaluation configuration: {"Buffer Size (K)":"500"}. This record does not assert independent reproduction.

### GCR

Forgetting: 40.36. Result ID: 698f085d3a6c314849f5184d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"Buffer Size (K)":"200"}. This record does not assert independent reproduction.

### DER

Forgetting: 40.43. Result ID: 698f085d3a6c314849f5184a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

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

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

Recorded evaluation configuration: {"Buffer Size (K)":"200"}. This record does not assert independent reproduction.

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