# Image Classification on ImageNet L

Source: [Image Classification on ImageNet L](<https://www.sota2.com/research/sota/image-classification-on-imagenet-l>)

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

Data updated: 2026-04-24T08:47:02.827Z

Evaluation of Image Classification performance on the ImageNet L dataset, measured using standard Accuracy.

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 L |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-l.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DOCO | 26.3 | Not recorded | 69eaf94155a3c32af89f8b8d |
| DPCore | 24.5 | Not recorded | 69eaf94155a3c32af89f8b8d |
| EATA | 23.4 | Not recorded | 69eaf94155a3c32af89f8b8d |
| UniEnt | 22.5 | Not recorded | 69eaf94155a3c32af89f8b8d |
| OSTTA | 16.9 | Not recorded | 69eaf94155a3c32af89f8b8d |
| Source | 16.2 | Not recorded | 69eaf94155a3c32af89f8b8d |
| CoTTA | 16.2 | Not recorded | 69eaf94155a3c32af89f8b8d |
| STAMP | 16.2 | Not recorded | 69eaf94155a3c32af89f8b8d |
| E-COME | 15.5 | Not recorded | 69eaf94155a3c32af89f8b8d |
| ViDA | 6 | Not recorded | 69eaf94155a3c32af89f8b8d |
| Tent | 0.84 | Not recorded | 69eaf94155a3c32af89f8b8d |

### DOCO

Accuracy: 26.3. Result ID: 69eb2df347f34ce924d389a9.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### DPCore

Accuracy: 24.5. Result ID: 69eb2df347f34ce924d389a8.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79271e209131cea7c4a8.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### EATA

Accuracy: 23.4. Result ID: 69eb2df347f34ce924d389a2.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca11e209131cea35123.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### UniEnt

Accuracy: 22.5. Result ID: 69eb2df347f34ce924d389a5.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a65.md>)

[Implementation](<https://github.com/gaozhengqing/UniEnt>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### OSTTA

Accuracy: 16.9. Result ID: 69eb2df347f34ce924d389a3.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707e1e209131cea4b785.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### Source

Accuracy: 16.2. Result ID: 69eb2df347f34ce924d3899f.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### CoTTA

Accuracy: 16.2. Result ID: 69eb2df347f34ce924d389a1.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32283.md>)

[Implementation](<https://qin.ee/cotta>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### STAMP

Accuracy: 16.2. Result ID: 69eb2df347f34ce924d389a6.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a51e209131cea62e7f.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### E-COME

Accuracy: 15.5. Result ID: 69eb2df347f34ce924d389a7.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75331e209131cea665c8.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### ViDA

Accuracy: 6. Result ID: 69eb2df347f34ce924d389a4.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b41e209131cea580c0.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

### Tent

Accuracy: 0.84. Result ID: 69eb2df347f34ce924d389a0.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf94155a3c32af89f8b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Setting":"Closed-set","Scenario":"Continual Test-Time Adaptation"}. This record does not assert independent reproduction.

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