# Continuous Novel Category Discovery on CIFAR-100

Source: [Continuous Novel Category Discovery on CIFAR-100](<https://www.sota2.com/research/sota/continuous-novel-category-discovery-on-cifar-100>)

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

Data updated: 2026-02-26T05:52:39.424Z

Evaluation of Continuous Novel Category Discovery performance on the CIFAR-100 dataset, measured using Mf and Ma 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 | Continuous Novel Category Discovery |
| Dataset (including any stated split) | CIFAR-100 |
| Metric | Mf |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [Mf](<https://www.sota2.com/research/sota/continuous-novel-category-discovery-on-cifar-100.md?metric=Mf>): Lower is better; unit: PERCENT.

- [Ma](<https://www.sota2.com/research/sota/continuous-novel-category-discovery-on-cifar-100.md?metric=Ma>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mf | Result date | Report paper |
| --- | --- | --- | --- |
| AutoNovel | 5.12 | Not recorded | 68fa6da41e209131cea3b149 |
| K-Means | 5.37 | Not recorded | 68fa6da41e209131cea3b149 |
| GM | 9.87 | Not recorded | 68fa6da41e209131cea3b149 |
| AutoNovel + LwF | 23.94 | Not recorded | 68fa6da41e209131cea3b149 |
| DRNCD + LwF | 26.87 | Not recorded | 68fa6da41e209131cea3b149 |
| iCaRL (fixed exemplars) + LwF | 34.79 | Not recorded | 68fa6da41e209131cea3b149 |
| DRNCD | 64.99 | Not recorded | 68fa6da41e209131cea3b149 |
| AutoNovel | 66.76 | Not recorded | 68fa6da41e209131cea3b149 |

### AutoNovel

Mf: 5.12. Result ID: 698fb3043a6c314849fb35a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a451e209131cea272ea.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/auto_novel>)

Recorded evaluation configuration: {"Setting":"Offline"}. This record does not assert independent reproduction.

### K-Means

Mf: 5.37. Result ID: 698fb3043a6c314849fb35a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

Recorded evaluation configuration: {"Setting":"Offline"}. This record does not assert independent reproduction.

### GM

Mf: 9.87. Result ID: 698fb3043a6c314849fb35ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

Recorded evaluation configuration: {"Setting":"Online"}. This record does not assert independent reproduction.

### AutoNovel + LwF

Mf: 23.94. Result ID: 698fb3043a6c314849fb35a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

Recorded evaluation configuration: {"Setting":"Online"}. This record does not assert independent reproduction.

### DRNCD + LwF

Mf: 26.87. Result ID: 698fb3043a6c314849fb35aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

Recorded evaluation configuration: {"Setting":"Online"}. This record does not assert independent reproduction.

### iCaRL (fixed exemplars) + LwF

Mf: 34.79. Result ID: 698fb3043a6c314849fb35ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

Recorded evaluation configuration: {"Setting":"Online"}. This record does not assert independent reproduction.

### DRNCD

Mf: 64.99. Result ID: 698fb3043a6c314849fb35a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b881e209131cea2ee5a.md>)

[Implementation](<https://github.com/DTennant/dual-rank-ncd>)

Recorded evaluation configuration: {"Setting":"Online"}. This record does not assert independent reproduction.

### AutoNovel

Mf: 66.76. Result ID: 698fb3043a6c314849fb35a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da41e209131cea3b149.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a451e209131cea272ea.md>)

[Implementation](<http://www.robots.ox.ac.uk/~vgg/research/auto_novel>)

Recorded evaluation configuration: {"Setting":"Online"}. This record does not assert independent reproduction.

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