# Continual Learning on Seq-Tiny-ImageNet

Source: [Continual Learning on Seq-Tiny-ImageNet](<https://www.sota2.com/research/sota/continual-learning-on-seq-tiny-imagenet>)

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

Data updated: 2026-04-23T11:08:20.751Z

Evaluation of Continual Learning performance on the Seq-Tiny-ImageNet dataset, reporting AECE, AOE, and AT,T metrics.

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 Learning |
| Dataset (including any stated split) | Seq-Tiny-ImageNet |
| Metric | AECE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [AECE](<https://www.sota2.com/research/sota/continual-learning-on-seq-tiny-imagenet.md?metric=AECE>): Lower is better; unit: SCALAR.

- [AOE](<https://www.sota2.com/research/sota/continual-learning-on-seq-tiny-imagenet.md?metric=AOE>): Lower is better; unit: SCALAR.

- [AT,T](<https://www.sota2.com/research/sota/continual-learning-on-seq-tiny-imagenet.md?metric=AT%2CT>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AECE | Result date | Report paper |
| --- | --- | --- | --- |
| FC-NCCL + SAMix | 0.079 | Not recorded | 68fa7c471e209131cea8d60d |
| FC-NCCL + SAMix | 0.088 | Not recorded | 68fa7c471e209131cea8d60d |
| FC-NCCL + SAMix | 0.095 | Not recorded | 68fa7c471e209131cea8d60d |
| FC-NCCL | 0.098 | Not recorded | 68fa7c471e209131cea8d60d |
| TA-NCCL + SAMix | 0.115 | Not recorded | 68fa7c471e209131cea8d60d |
| FC-NCCL | 0.13 | Not recorded | 68fa7c471e209131cea8d60d |
| TA-NCCL + SAMix | 0.146 | Not recorded | 68fa7c471e209131cea8d60d |
| TA-NCCL + SAMix | 0.146 | Not recorded | 68fa7c471e209131cea8d60d |
| FC-NCCL | 0.17 | Not recorded | 68fa7c471e209131cea8d60d |
| TA-NCCL | 0.206 | Not recorded | 68fa7c471e209131cea8d60d |
| TA-NCCL | 0.251 | Not recorded | 68fa7c471e209131cea8d60d |
| TA-NCCL | 0.258 | Not recorded | 68fa7c471e209131cea8d60d |

### FC-NCCL + SAMix

AECE: 0.079. Result ID: 69e9fcc247f34ce924d210a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

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

### FC-NCCL + SAMix

AECE: 0.088. Result ID: 69e9fcc247f34ce924d21099.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

Recorded evaluation configuration: {"Buffer":"0"}. This record does not assert independent reproduction.

### FC-NCCL + SAMix

AECE: 0.095. Result ID: 69e9fcc247f34ce924d2109d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

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

### FC-NCCL

AECE: 0.098. Result ID: 69e9fcc247f34ce924d210a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b3e1.md>)

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

### TA-NCCL + SAMix

AECE: 0.115. Result ID: 69e9fcc247f34ce924d210a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

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

### FC-NCCL

AECE: 0.13. Result ID: 69e9fcc247f34ce924d21098.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b3e1.md>)

Recorded evaluation configuration: {"Buffer":"0"}. This record does not assert independent reproduction.

### TA-NCCL + SAMix

AECE: 0.146. Result ID: 69e9fcc247f34ce924d2109b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

Recorded evaluation configuration: {"Buffer":"0"}. This record does not assert independent reproduction.

### TA-NCCL + SAMix

AECE: 0.146. Result ID: 69e9fcc247f34ce924d2109f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

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

### FC-NCCL

AECE: 0.17. Result ID: 69e9fcc247f34ce924d2109c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76121e209131cea6b3e1.md>)

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

### TA-NCCL

AECE: 0.206. Result ID: 69e9fcc247f34ce924d210a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

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

### TA-NCCL

AECE: 0.251. Result ID: 69e9fcc247f34ce924d2109e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

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

### TA-NCCL

AECE: 0.258. Result ID: 69e9fcc247f34ce924d2109a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c471e209131cea8d60d.md>)

Recorded evaluation configuration: {"Buffer":"0"}. This record does not assert independent reproduction.

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