# Few-Shot Class-Incremental Learning on CUB200 2011 (test)

Source: [Few-Shot Class-Incremental Learning on CUB200 2011 (test)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test>)

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

Data updated: 2026-02-26T05:34:26.212Z

Evaluation of Few-Shot Class-Incremental Learning performance on the test split of the CUB-200 2011 dataset, tracking accuracy across sequential learning sessions (0 through 10), along with PD and Delta 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 | Few-Shot Class-Incremental Learning |
| Dataset (including any stated split) | CUB200 2011 (test) |
| Metric | Accuracy (Session 0) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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 (Session 0)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%200)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 1)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%201)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 2)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%202)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 3)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%203)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 4)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%204)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 5)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%205)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 6)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%206)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 7)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%207)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 8)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%208)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 9)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%209)>): Higher is better; unit: PERCENT.

- [Accuracy (Session 10)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Accuracy%20(Session%2010)>): Higher is better; unit: PERCENT.

- [PD](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=PD>): Higher is better; unit: PERCENT.

- [Delta (Δ)](<https://www.sota2.com/research/sota/few-shot-class-incremental-learning-on-cub200-2011-test.md?metric=Delta%20(%CE%94)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Session 0) | Result date | Report paper |
| --- | --- | --- | --- |
| TEEN | 77.26 | Not recorded | 68fa71601e209131cea50f3d |
| FACT | 75.9 | Not recorded | 68fa71601e209131cea50f3d |
| CEC | 75.85 | Not recorded | 68fa71601e209131cea50f3d |
| Decoupled-Cosine | 75.52 | Not recorded | 68fa71601e209131cea50f3d |
| Decoupled-DeepEMD | 75.35 | Not recorded | 68fa71601e209131cea50f3d |
| Decoupled-NegCosine | 74.96 | Not recorded | 68fa71601e209131cea50f3d |
| iCaRL | 68.68 | Not recorded | 68fa71601e209131cea50f3d |
| EEIL | 68.68 | Not recorded | 68fa71601e209131cea50f3d |
| Rebalancing | 68.68 | Not recorded | 68fa71601e209131cea50f3d |
| TOPIC | 68.68 | Not recorded | 68fa71601e209131cea50f3d |

### TEEN

Accuracy (Session 0): 77.26. Result ID: 6991aef53a6c31484909e0d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Implementation](<https://github.com/wangkiw/TEEN>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FACT

Accuracy (Session 0): 75.9. Result ID: 6991aef53a6c31484909e0d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c001e209131cea31940.md>)

[Implementation](<https://github.com/zhoudw-zdw/CVPR22-Fact>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### CEC

Accuracy (Session 0): 75.85. Result ID: 6991aef53a6c31484909e0cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea235e3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Decoupled-Cosine

Accuracy (Session 0): 75.52. Result ID: 6991aef53a6c31484909e0cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015ca.md>)

[Implementation](<https://goo.gl/e3orz6>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Decoupled-DeepEMD

Accuracy (Session 0): 75.35. Result ID: 6991aef53a6c31484909e0ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### Decoupled-NegCosine

Accuracy (Session 0): 74.96. Result ID: 6991aef53a6c31484909e0cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67421e209131cea1550e.md>)

[Implementation](<https://github.com/bl0/negative-margin.few-shot>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### iCaRL

Accuracy (Session 0): 68.68. Result ID: 6991aef53a6c31484909e0c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet-18","Exemplars":"No"}. This record does not assert independent reproduction.

### EEIL

Accuracy (Session 0): 68.68. Result ID: 6991aef53a6c31484909e0c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c71e209131cea0686d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Exemplars":"No"}. This record does not assert independent reproduction.

### Rebalancing

Accuracy (Session 0): 68.68. Result ID: 6991aef53a6c31484909e0ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18","Exemplars":"No"}. This record does not assert independent reproduction.

### TOPIC

Accuracy (Session 0): 68.68. Result ID: 6991aef53a6c31484909e0cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71601e209131cea50f3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67721e209131cea16580.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

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