# Image Classification on Stanford-Cars Instance-dependent Noise 0.2 (test)

Source: [Image Classification on Stanford-Cars Instance-dependent Noise 0.2 (test)](<https://www.sota2.com/research/sota/image-classification-on-stanford-cars-instance-dependent-noise-0-2-test>)

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

Data updated: 2026-02-26T05:34:10.692Z

Evaluation of Image Classification performance on the test split of the Stanford Cars dataset corrupted with 0.2 level of instance-dependent noise.

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 | Image Classification |
| Dataset (including any stated split) | Stanford-Cars Instance-dependent Noise 0.2 (test) |
| Metric | Accuracy (Best) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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 (Best)](<https://www.sota2.com/research/sota/image-classification-on-stanford-cars-instance-dependent-noise-0-2-test.md?metric=Accuracy%20(Best)>): Higher is better; unit: PERCENT.

- [Accuracy (Last)](<https://www.sota2.com/research/sota/image-classification-on-stanford-cars-instance-dependent-noise-0-2-test.md?metric=Accuracy%20(Last)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Best) | Result date | Report paper |
| --- | --- | --- | --- |
| DEFT | 92.19 | Not recorded | 68fa75001e209131cea6528a |
| SCE | 90.34 | Not recorded | 68fa75001e209131cea6528a |
| CE | 89.13 | Not recorded | 68fa75001e209131cea6528a |
| GMM | 88.15 | Not recorded | 68fa75001e209131cea6528a |
| ELR | 84.4 | Not recorded | 68fa75001e209131cea6528a |

### DEFT

Accuracy (Best): 92.19. Result ID: 69936e273a6c31484915dff3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75001e209131cea6528a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75001e209131cea6528a.md>)

[Implementation](<https://github.com/HotanLee/DeFT>)

Recorded evaluation configuration: {"Fine-tuning Protocol":"Ours","Backbone":"CLIP"}. This record does not assert independent reproduction.

### SCE

Accuracy (Best): 90.34. Result ID: 69936e273a6c31484915dff1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75001e209131cea6528a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66351e209131cea0ec32.md>)

Recorded evaluation configuration: {"Fine-tuning Protocol":"FFT","Backbone":"CLIP"}. This record does not assert independent reproduction.

### CE

Accuracy (Best): 89.13. Result ID: 69936e273a6c31484915dfef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75001e209131cea6528a.md>)

Recorded evaluation configuration: {"Fine-tuning Protocol":"FFT","Backbone":"CLIP"}. This record does not assert independent reproduction.

### GMM

Accuracy (Best): 88.15. Result ID: 69936e273a6c31484915dff2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75001e209131cea6528a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671c1e209131cea144cf.md>)

[Implementation](<https://github.com/LiJunnan1992/DivideMix>)

Recorded evaluation configuration: {"Fine-tuning Protocol":"FFT","Backbone":"CLIP"}. This record does not assert independent reproduction.

### ELR

Accuracy (Best): 84.4. Result ID: 69936e273a6c31484915dff0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75001e209131cea6528a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d383.md>)

[Implementation](<https://github.com/shengliu66/ELR>)

Recorded evaluation configuration: {"Fine-tuning Protocol":"FFT","Backbone":"CLIP"}. This record does not assert independent reproduction.

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