# Continuous Novel Category Discovery on ImageNet 100

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

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

Data updated: 2026-02-26T05:52:39.517Z

Evaluation of Continuous Novel Category Discovery performance on the ImageNet 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) | ImageNet 100 |
| Metric | Mf Score |
| Unit | SCALAR |
| Direction | Higher 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 Score](<https://www.sota2.com/research/sota/continuous-novel-category-discovery-on-imagenet-100.md?metric=Mf%20Score>): Higher is better; unit: SCALAR.

- [Ma Score](<https://www.sota2.com/research/sota/continuous-novel-category-discovery-on-imagenet-100.md?metric=Ma%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Mf Score | Result date | Report paper |
| --- | --- | --- | --- |
| AutoNovel | 63 | Not recorded | 68fa6da41e209131cea3b149 |
| AutoNovel + LwF | 61.31 | Not recorded | 68fa6da41e209131cea3b149 |
| DRNCD | 47.02 | Not recorded | 68fa6da41e209131cea3b149 |
| DRNCD + LwF | 30.88 | Not recorded | 68fa6da41e209131cea3b149 |
| iCaRL (fixed exemplars) + LwF | 10.04 | Not recorded | 68fa6da41e209131cea3b149 |
| GM | 8.3 | Not recorded | 68fa6da41e209131cea3b149 |
| AutoNovel | 6.81 | Not recorded | 68fa6da41e209131cea3b149 |
| K-Means | 3.03 | Not recorded | 68fa6da41e209131cea3b149 |

### AutoNovel

Mf Score: 63. Result ID: 698fb3043a6c314849fb35b7.

[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.

### AutoNovel + LwF

Mf Score: 61.31. Result ID: 698fb3043a6c314849fb35b9.

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

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

### DRNCD

Mf Score: 47.02. Result ID: 698fb3043a6c314849fb35b8.

[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.

### DRNCD + LwF

Mf Score: 30.88. Result ID: 698fb3043a6c314849fb35ba.

[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 Score: 10.04. Result ID: 698fb3043a6c314849fb35bb.

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

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

### GM

Mf Score: 8.3. Result ID: 698fb3043a6c314849fb35bc.

[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

Mf Score: 6.81. Result ID: 698fb3043a6c314849fb35b6.

[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 Score: 3.03. Result ID: 698fb3043a6c314849fb35b5.

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

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

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