# Feature Disentanglement on ImageNet 100

Source: [Feature Disentanglement on ImageNet 100](<https://www.sota2.com/research/sota/feature-disentanglement-on-imagenet-100>)

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

Data updated: 2026-06-30T06:49:50.448Z

Evaluation of Feature Disentanglement performance on the ImageNet 100 dataset, measured using SEPIN 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 | Feature Disentanglement |
| Dataset (including any stated split) | ImageNet 100 |
| Metric | SEPIN@10 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [SEPIN@10](<https://www.sota2.com/research/sota/feature-disentanglement-on-imagenet-100.md?metric=SEPIN%4010>): Higher is better; unit: SCALAR.

- [SEPIN@100](<https://www.sota2.com/research/sota/feature-disentanglement-on-imagenet-100.md?metric=SEPIN%40100>): Higher is better; unit: SCALAR.

- [SEPIN@1000](<https://www.sota2.com/research/sota/feature-disentanglement-on-imagenet-100.md?metric=SEPIN%401000>): Higher is better; unit: SCALAR.

- [SEPIN@all](<https://www.sota2.com/research/sota/feature-disentanglement-on-imagenet-100.md?metric=SEPIN%40all>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SEPIN@10 | Result date | Report paper |
| --- | --- | --- | --- |
| CNFA | 6.06 | Not recorded | 68fa744e1e209131cea60eb2 |
| NCL | 5.93 | Not recorded | 68fa744e1e209131cea60eb2 |
| CL | 0.79 | Not recorded | 68fa744e1e209131cea60eb2 |

### CNFA

SEPIN@10: 6.06. Result ID: 6a4366f4fbc373592c92e6b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744e1e209131cea60eb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744e1e209131cea60eb2.md>)

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

### NCL

SEPIN@10: 5.93. Result ID: 6a4366f4fbc373592c92e6b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744e1e209131cea60eb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fc1e209131cea59cae.md>)

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

### CL

SEPIN@10: 0.79. Result ID: 6a4366f4fbc373592c92e6b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa744e1e209131cea60eb2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fc1e209131cea59cae.md>)

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

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