# Classification on ImageNet-Sketch Batch Size 1 1.0 (test)

Source: [Classification on ImageNet-Sketch Batch Size 1 1.0 (test)](<https://www.sota2.com/research/sota/classification-on-imagenet-sketch-batch-size-1-1-0-test>)

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

Data updated: 2026-06-29T07:33:26.264Z

Evaluation of Classification performance on the test split of the ImageNet-Sketch dataset under a Batch Size 1 configuration, measured using 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 | Classification |
| Dataset (including any stated split) | ImageNet-Sketch Batch Size 1 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/classification-on-imagenet-sketch-batch-size-1-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ReCAP + MixTTA | 45.9 | Not recorded | 6a41fc32206542251d7ccc6f |
| DeYO + MixTTA | 44 | Not recorded | 6a41fc32206542251d7ccc6f |
| LinearTCA+ | 43.8 | Not recorded | 6a41fc32206542251d7ccc6f |
| DeYO | 43.4 | Not recorded | 6a41fc32206542251d7ccc6f |
| ReCAP | 42.9 | Not recorded | 6a41fc32206542251d7ccc6f |
| EATA + MixTTA | 36.2 | Not recorded | 6a41fc32206542251d7ccc6f |
| SAR + MixTTA | 35.5 | Not recorded | 6a41fc32206542251d7ccc6f |
| Tent + MixTTA | 34.1 | Not recorded | 6a41fc32206542251d7ccc6f |
| EATA | 21.5 | Not recorded | 6a41fc32206542251d7ccc6f |
| LinearTCA | 19.3 | Not recorded | 6a41fc32206542251d7ccc6f |
| SAR | 18.3 | Not recorded | 6a41fc32206542251d7ccc6f |
| No Adapt. | 18.2 | Not recorded | 6a41fc32206542251d7ccc6f |
| Tent | 6.1 | Not recorded | 6a41fc32206542251d7ccc6f |

### ReCAP + MixTTA

Accuracy: 45.9. Result ID: 6a421fbffbc373592c876981.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### DeYO + MixTTA

Accuracy: 44. Result ID: 6a421fbffbc373592c87697f.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### LinearTCA+

Accuracy: 43.8. Result ID: 6a421fbffbc373592c876977.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd2b.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### DeYO

Accuracy: 43.4. Result ID: 6a421fbffbc373592c87697e.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### ReCAP

Accuracy: 42.9. Result ID: 6a421fbffbc373592c876980.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### EATA + MixTTA

Accuracy: 36.2. Result ID: 6a421fbffbc373592c87697b.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### SAR + MixTTA

Accuracy: 35.5. Result ID: 6a421fbffbc373592c87697d.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### Tent + MixTTA

Accuracy: 34.1. Result ID: 6a421fbffbc373592c876979.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### EATA

Accuracy: 21.5. Result ID: 6a421fbffbc373592c87697a.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### LinearTCA

Accuracy: 19.3. Result ID: 6a421fbffbc373592c876976.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd2b.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### SAR

Accuracy: 18.3. Result ID: 6a421fbffbc373592c87697c.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### No Adapt.

Accuracy: 18.2. Result ID: 6a421fbffbc373592c876975.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

### Tent

Accuracy: 6.1. Result ID: 6a421fbffbc373592c876978.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc32206542251d7ccc6f.md>)

Recorded evaluation configuration: {"Batch Size":"1"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
