# Image Classification on ImageNet-S (Accuracy, ECE, SCE)

Source: [Image Classification on ImageNet-S (Accuracy, ECE, SCE)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-accuracy-ece-sce>)

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

Data updated: 2026-05-01T08:26:32.733Z

Evaluation of Image Classification performance on the ImageNet-S dataset, reporting standard Accuracy along with calibration/robustness metrics (ECE and SCE).

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) | ImageNet-S |
| Metric | Accuracy |
| 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](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-accuracy-ece-sce.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-accuracy-ece-sce.md?metric=ECE>): Lower is better; unit: PERCENT.

- [SCE](<https://www.sota2.com/research/sota/image-classification-on-imagenet-s-accuracy-ece-sce.md?metric=SCE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| C-TPT | 47.9 | Not recorded | 69f433c455a3c32af89fd373 |
| TPT | 47.5 | Not recorded | 69f433c455a3c32af89fd373 |
| FPP | 47.2 | Not recorded | 69f433c455a3c32af89fd373 |
| O-TPT | 47.1 | Not recorded | 69f433c455a3c32af89fd373 |
| CLIP | 46.1 | Not recorded | 69f433c455a3c32af89fd373 |

### C-TPT

Accuracy: 47.9. Result ID: 69f463ac47f34ce924da5222.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea58415.md>)

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

### TPT

Accuracy: 47.5. Result ID: 69f463ac47f34ce924da5221.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77731e209131cea732dd.md>)

[Implementation](<https://github.com/ashshaksharifdeen/O-TPT>)

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

### FPP

Accuracy: 47.2. Result ID: 69f463ac47f34ce924da5224.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

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

### O-TPT

Accuracy: 47.1. Result ID: 69f463ac47f34ce924da5223.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea58415.md>)

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

### CLIP

Accuracy: 46.1. Result ID: 69f463ac47f34ce924da5220.

[Reporting paper](<https://www.sota2.com/research/paper/69f433c455a3c32af89fd373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

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

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