# Partial Domain Adaptation on ImageNet -\> Caltech (test)

Source: [Partial Domain Adaptation on ImageNet -\> Caltech (test)](<https://www.sota2.com/research/sota/partial-domain-adaptation-on-imagenet-caltech-test>)

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

Data updated: 2026-02-26T05:27:54.794Z

Evaluation of Partial Domain Adaptation performance between ImageNet (source) and Caltech (target) on the test split, measured by 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 | Partial Domain Adaptation |
| Dataset (including any stated split) | ImageNet -\> Caltech (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/partial-domain-adaptation-on-imagenet-caltech-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SHOT (full) | 83.3 | Not recorded | 68fa6a0e1e209131cea25d69 |
| ETN | 83.2 | Not recorded | 68fa6a0e1e209131cea25d69 |
| SHOT-IM | 81.7 | Not recorded | 68fa6a0e1e209131cea25d69 |
| ResNet-50 | 69.7 | Not recorded | 68fa6a0e1e209131cea25d69 |

### SHOT (full)

Accuracy: 83.3. Result ID: 698e0731ffc3901de09a3dde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"backbone":"ResNet-50"}. This record does not assert independent reproduction.

### ETN

Accuracy: 83.2. Result ID: 698e0731ffc3901de09a3ddc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659e1e209131cea0b3c2.md>)

[Implementation](<https://www.sota2.com/github.com/thuml>)

Recorded evaluation configuration: {"backbone":"ResNet-50","uses\_extra\_training\_data":true}. This record does not assert independent reproduction.

### SHOT-IM

Accuracy: 81.7. Result ID: 698e0731ffc3901de09a3ddd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Implementation](<https://github.com/tim-learn/SHOT>)

Recorded evaluation configuration: {"backbone":"ResNet-50"}. This record does not assert independent reproduction.

### ResNet-50

Accuracy: 69.7. Result ID: 698e0731ffc3901de09a3ddb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"backbone":"ResNet-50"}. This record does not assert independent reproduction.

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