# Exemplar-Free Class Incremental Learning on TinyImageNet T=5

Source: [Exemplar-Free Class Incremental Learning on TinyImageNet T=5](<https://www.sota2.com/research/sota/exemplar-free-class-incremental-learning-on-tinyimagenet-t-5>)

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

Data updated: 2026-02-26T05:34:47.760Z

Evaluation of model performance on the TinyImageNet T=5 configuration under an Exemplar-Free Class-Incremental Learning setting, reporting Alast and Ainc 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 | Exemplar-Free Class Incremental Learning |
| Dataset (including any stated split) | TinyImageNet T=5 |
| Metric | Alast |
| Unit | PERCENT |
| Direction | Higher 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

- [Alast](<https://www.sota2.com/research/sota/exemplar-free-class-incremental-learning-on-tinyimagenet-t-5.md?metric=Alast>): Higher is better; unit: PERCENT.

- [Ainc](<https://www.sota2.com/research/sota/exemplar-free-class-incremental-learning-on-tinyimagenet-t-5.md?metric=Ainc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Alast | Result date | Report paper |
| --- | --- | --- | --- |
| ADC | 41.29 | Not recorded | 68fa736a1e209131cea5c5c5 |
| SDC | 40.28 | Not recorded | 68fa736a1e209131cea5c5c5 |
| LwF | 39.03 | Not recorded | 68fa736a1e209131cea5c5c5 |
| NCM | 38.76 | Not recorded | 68fa736a1e209131cea5c5c5 |
| FeTrIL | 29.94 | Not recorded | 68fa736a1e209131cea5c5c5 |
| FeCAM | 26.03 | Not recorded | 68fa736a1e209131cea5c5c5 |

### ADC

Alast: 41.29. Result ID: 6992c9a63a6c314849117f95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

[Implementation](<https://github.com/dipamgoswami/ADC>)

Recorded evaluation configuration: {"Number of tasks":"5"}. This record does not assert independent reproduction.

### SDC

Alast: 40.28. Result ID: 6992c9a63a6c314849117f92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67551e209131cea1598d.md>)

Recorded evaluation configuration: {"Number of tasks":"5"}. This record does not assert independent reproduction.

### LwF

Alast: 39.03. Result ID: 6992c9a63a6c314849117f90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

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

Recorded evaluation configuration: {"Number of tasks":"5"}. This record does not assert independent reproduction.

### NCM

Alast: 38.76. Result ID: 6992c9a63a6c314849117f91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"Number of tasks":"5"}. This record does not assert independent reproduction.

### FeTrIL

Alast: 29.94. Result ID: 6992c9a63a6c314849117f93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714c1e209131cea508b8.md>)

[Implementation](<https://github.com/GregoirePetit/FeTrIL>)

Recorded evaluation configuration: {"Number of tasks":"5"}. This record does not assert independent reproduction.

### FeCAM

Alast: 26.03. Result ID: 6992c9a63a6c314849117f94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c5c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71c81e209131cea52ee6.md>)

Recorded evaluation configuration: {"Number of tasks":"5"}. This record does not assert independent reproduction.

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