# Class-incremental Classification on ImageNet-100 50 tasks

Source: [Class-incremental Classification on ImageNet-100 50 tasks](<https://www.sota2.com/research/sota/class-incremental-classification-on-imagenet-100-50-tasks>)

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

Data updated: 2026-07-01T07:34:12.721Z

Evaluation of model performance using Class-incremental Classification methodology on the ImageNet-100 dataset configured for 50 incremental tasks.

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 Classification |
| Dataset (including any stated split) | ImageNet-100 50 tasks |
| Metric | Cumulative Accuracy |
| 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

- [Cumulative Accuracy](<https://www.sota2.com/research/sota/class-incremental-classification-on-imagenet-100-50-tasks.md?metric=Cumulative%20Accuracy>): Higher is better; unit: PERCENT.

- [Forward Accuracy](<https://www.sota2.com/research/sota/class-incremental-classification-on-imagenet-100-50-tasks.md?metric=Forward%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Cumulative Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLIMB | 46.22 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| CLA-E | 43.39 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| PCMC | 42.65 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| CLA-R | 40.41 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| Osiris-R | 35.64 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| MinRed | 34.83 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| SCALE | 29.26 | Not recorded | 6a449eefe0224bd4f4992dd4 |

### CLIMB

Cumulative Accuracy: 46.22. Result ID: 6a44c2f373d097d845be81ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

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

### CLA-E

Cumulative Accuracy: 43.39. Result ID: 6a44c2f373d097d845be81ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0f1e209131cea80da0.md>)

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

### PCMC

Cumulative Accuracy: 42.65. Result ID: 6a44c2f373d097d845be81f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f91e209131cea64ffa.md>)

Recorded evaluation configuration: {"pretraining":"false"}. This record does not assert independent reproduction.

### CLA-R

Cumulative Accuracy: 40.41. Result ID: 6a44c2f373d097d845be81ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0f1e209131cea80da0.md>)

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

### Osiris-R

Cumulative Accuracy: 35.64. Result ID: 6a44c2f373d097d845be81eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61cce.md>)

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

### MinRed

Cumulative Accuracy: 34.83. Result ID: 6a44c2f373d097d845be81ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea323b5.md>)

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

### SCALE

Cumulative Accuracy: 29.26. Result ID: 6a44c2f373d097d845be81ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a449eefe0224bd4f4992dd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f021e209131cea4332d.md>)

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

Page 1 of 1. This is an index page, not the full collection.
