# Online Continual Learning with Dynamic Label Hierarchies on ImageNet (Split-20)

Source: [Online Continual Learning with Dynamic Label Hierarchies on ImageNet (Split-20)](<https://www.sota2.com/research/sota/online-continual-learning-with-dynamic-label-hierarchies-on-imagenet-split-20>)

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

Data updated: 2026-05-13T09:30:05.766Z

Evaluation of model performance under an Online Continual Learning protocol utilizing Dynamic Label Hierarchies, tested on the 20-split configuration of ImageNet.

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 | Online Continual Learning with Dynamic Label Hierarchies |
| Dataset (including any stated split) | ImageNet (Split-20) |
| Metric | AAUC |
| 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

- [AAUC](<https://www.sota2.com/research/sota/online-continual-learning-with-dynamic-label-hierarchies-on-imagenet-split-20.md?metric=AAUC>): Higher is better; unit: PERCENT.

- [FAUC](<https://www.sota2.com/research/sota/online-continual-learning-with-dynamic-label-hierarchies-on-imagenet-split-20.md?metric=FAUC>): Higher is better; unit: PERCENT.

- [MS](<https://www.sota2.com/research/sota/online-continual-learning-with-dynamic-label-hierarchies-on-imagenet-split-20.md?metric=MS>): Higher is better; unit: SCALAR.

- [FFAcc](<https://www.sota2.com/research/sota/online-continual-learning-with-dynamic-label-hierarchies-on-imagenet-split-20.md?metric=FFAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AAUC | Result date | Report paper |
| --- | --- | --- | --- |
| HALO | 65.4 | Not recorded | 6a0405c9dbc836b87d8277fa |
| Analytic | 61.5 | Not recorded | 6a0405c9dbc836b87d8277fa |
| CCL-DC | 56.7 | Not recorded | 6a0405c9dbc836b87d8277fa |
| NsCE | 55.3 | Not recorded | 6a0405c9dbc836b87d8277fa |
| RS(HAF) | 47.8 | Not recorded | 6a0405c9dbc836b87d8277fa |

### HALO

AAUC: 65.4. Result ID: 6a04448b47f34ce924ea71b4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c9dbc836b87d8277fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405c9dbc836b87d8277fa.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Analytic

AAUC: 61.5. Result ID: 6a04448b47f34ce924ea71b1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c9dbc836b87d8277fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2e1e209131cea3e643.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CCL-DC

AAUC: 56.7. Result ID: 6a04448b47f34ce924ea71b3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c9dbc836b87d8277fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea58523.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NsCE

AAUC: 55.3. Result ID: 6a04448b47f34ce924ea71b2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c9dbc836b87d8277fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75341e209131cea66641.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RS(HAF)

AAUC: 47.8. Result ID: 6a04448b47f34ce924ea71b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405c9dbc836b87d8277fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e4b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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