# Class-Incremental Learning on ObjectNet B0 Inc20

Source: [Class-Incremental Learning on ObjectNet B0 Inc20](<https://www.sota2.com/research/sota/class-incremental-learning-on-objectnet-b0-inc20>)

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

Data updated: 2026-05-28T10:42:31.611Z

Evaluation results for Class-Incremental Learning performance on the ObjectNet B0 Inc20 configuration, reporting Average Performance and Last Performance 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 | Class-Incremental Learning |
| Dataset (including any stated split) | ObjectNet B0 Inc20 |
| Metric | Average Performance |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Average Performance](<https://www.sota2.com/research/sota/class-incremental-learning-on-objectnet-b0-inc20.md?metric=Average%20Performance>): Higher is better; unit: PERCENT.

- [Last Performance](<https://www.sota2.com/research/sota/class-incremental-learning-on-objectnet-b0-inc20.md?metric=Last%20Performance>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Performance | Result date | Report paper |
| --- | --- | --- | --- |
| AREA | 61.02 | Not recorded | 6a17cc37dbd7150506f81475 |
| RAPF | 53.78 | Not recorded | 6a17cc37dbd7150506f81475 |
| DualPrompt | 52.62 | Not recorded | 6a17cc37dbd7150506f81475 |
| MG-CLIP | 51.41 | Not recorded | 6a17cc37dbd7150506f81475 |
| L2P | 51.4 | Not recorded | 6a17cc37dbd7150506f81475 |
| CODA-Prompt | 46.49 | Not recorded | 6a17cc37dbd7150506f81475 |
| ZS-CLIP | 38.43 | Not recorded | 6a17cc37dbd7150506f81475 |

### AREA

Average Performance: 61.02. Result ID: 6a181adefbc373592c12a000.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

### RAPF

Average Performance: 53.78. Result ID: 6a181adefbc373592c129ffe.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74331e209131cea60657.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

### DualPrompt

Average Performance: 52.62. Result ID: 6a181adefbc373592c129ffc.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea38614.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

### MG-CLIP

Average Performance: 51.41. Result ID: 6a181adefbc373592c129fff.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f61e209131cea8046b.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

### L2P

Average Performance: 51.4. Result ID: 6a181adefbc373592c129ffb.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31ad7.md>)

[Implementation](<https://github.com/google-research/l2p>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

### CODA-Prompt

Average Performance: 46.49. Result ID: 6a181adefbc373592c129ffd.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42add.md>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

### ZS-CLIP

Average Performance: 38.43. Result ID: 6a181adefbc373592c129ffa.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc37dbd7150506f81475.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction.

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