# Class-incremental Classification on ImageNet-100 tasks

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

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

Data updated: 2026-07-01T07:34:12.759Z

Evaluation of model performance using Class-incremental Classification methodology on the ImageNet-100 tasks configuration, reporting CA and FA 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 Classification |
| Dataset (including any stated split) | ImageNet-100 tasks |
| Metric | CA |
| 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

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

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

## Recorded results

| Method | CA | Result date | Report paper |
| --- | --- | --- | --- |
| CLIMB | 44.58 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| CLA-E | 42.2 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| PCMC | 40.53 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| CLA-R | 39.57 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| MinRed | 35.07 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| Osiris-R | 35.04 | Not recorded | 6a449eefe0224bd4f4992dd4 |
| SCALE | 22.87 | Not recorded | 6a449eefe0224bd4f4992dd4 |

### CLIMB

CA: 44.58. Result ID: 6a44c2f373d097d845be81fd.

[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

CA: 42.2. Result ID: 6a44c2f373d097d845be81fc.

[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

CA: 40.53. Result ID: 6a44c2f373d097d845be81fe.

[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

CA: 39.57. Result ID: 6a44c2f373d097d845be81fb.

[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.

### MinRed

CA: 35.07. Result ID: 6a44c2f373d097d845be81fa.

[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.

### Osiris-R

CA: 35.04. Result ID: 6a44c2f373d097d845be81f9.

[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.

### SCALE

CA: 22.87. Result ID: 6a44c2f373d097d845be81f8.

[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.

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