# Generalized Category Discovery on ImageNet-100 (session-averaged)

Source: [Generalized Category Discovery on ImageNet-100 (session-averaged)](<https://www.sota2.com/research/sota/generalized-category-discovery-on-imagenet-100-session-averaged>)

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

Data updated: 2026-07-07T11:23:35.730Z

Evaluation of Generalized Category Discovery performance on the ImageNet-100 dataset, using session-averaged accuracy metrics for all, old, and new categories.

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 | Generalized Category Discovery |
| Dataset (including any stated split) | ImageNet-100 (session-averaged) |
| Metric | Accuracy (All) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Accuracy (All)](<https://www.sota2.com/research/sota/generalized-category-discovery-on-imagenet-100-session-averaged.md?metric=Accuracy%20(All)>): Higher is better; unit: PERCENT.

- [Accuracy (Old Categories)](<https://www.sota2.com/research/sota/generalized-category-discovery-on-imagenet-100-session-averaged.md?metric=Accuracy%20(Old%20Categories)>): Higher is better; unit: PERCENT.

- [Accuracy (New Categories)](<https://www.sota2.com/research/sota/generalized-category-discovery-on-imagenet-100-session-averaged.md?metric=Accuracy%20(New%20Categories)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (All) | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 84.43 | Not recorded | 6a4c884085dba69fef8b2deb |
| ToP | 78.33 | Not recorded | 6a4c884085dba69fef8b2deb |

### Ours

Accuracy (All): 84.43. Result ID: 6a4ce1a660b88bb339cb7ed3.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c884085dba69fef8b2deb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c884085dba69fef8b2deb.md>)

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

### ToP

Accuracy (All): 78.33. Result ID: 6a4ce1a660b88bb339cb7ed2.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c884085dba69fef8b2deb.md>)

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

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