# Source-Free Domain Adaptation on Office-Home

Source: [Source-Free Domain Adaptation on Office-Home](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home>)

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

Data updated: 2026-04-15T09:22:41.191Z

Evaluation of Source-Free Domain Adaptation performance on the Office-Home dataset, reporting accuracy across all 12 pairwise domain shifts (e.g., Ar-\>Cl, Cl-\>Ar) and the overall average 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 | Source-Free Domain Adaptation |
| Dataset (including any stated split) | Office-Home |
| Metric | Ar→Cl Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Ar→Cl Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Ar%E2%86%92Cl%20Accuracy>): Higher is better; unit: PERCENT.

- [Ar→Pr Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Ar%E2%86%92Pr%20Accuracy>): Higher is better; unit: PERCENT.

- [Ar→Rw Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Ar%E2%86%92Rw%20Accuracy>): Higher is better; unit: PERCENT.

- [Cl→Ar Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Cl%E2%86%92Ar%20Accuracy>): Higher is better; unit: PERCENT.

- [Cl→Pr Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Cl%E2%86%92Pr%20Accuracy>): Higher is better; unit: PERCENT.

- [Cl→Rw Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Cl%E2%86%92Rw%20Accuracy>): Higher is better; unit: PERCENT.

- [Pr→Ar Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Pr%E2%86%92Ar%20Accuracy>): Higher is better; unit: PERCENT.

- [Pr→Cl Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Pr%E2%86%92Cl%20Accuracy>): Higher is better; unit: PERCENT.

- [Pr→Rw Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Pr%E2%86%92Rw%20Accuracy>): Higher is better; unit: PERCENT.

- [Rw→Ar Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Rw%E2%86%92Ar%20Accuracy>): Higher is better; unit: PERCENT.

- [Rw→Cl Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Rw%E2%86%92Cl%20Accuracy>): Higher is better; unit: PERCENT.

- [Rw→Pr Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Rw%E2%86%92Pr%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/source-free-domain-adaptation-on-office-home.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Ar→Cl Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NS-WS | 59.1 | Not recorded | 69df1bb57d0172140ec7ba59 |
| CE+OGC | 58.6 | Not recorded | 69df1bb57d0172140ec7ba59 |
| LOW | 58.1 | Not recorded | 69df1bb57d0172140ec7ba59 |
| Baseline | 58 | Not recorded | 69df1bb57d0172140ec7ba59 |
| LS | 58 | Not recorded | 69df1bb57d0172140ec7ba59 |
| Focal Loss | 57.9 | Not recorded | 69df1bb57d0172140ec7ba59 |
| PolyLoss | 57.9 | Not recorded | 69df1bb57d0172140ec7ba59 |
| CBS | 57.9 | Not recorded | 69df1bb57d0172140ec7ba59 |
| PBS | 57.6 | Not recorded | 69df1bb57d0172140ec7ba59 |
| GCE | 57.5 | Not recorded | 69df1bb57d0172140ec7ba59 |
| SRS | 57.4 | Not recorded | 69df1bb57d0172140ec7ba59 |
| APL | 57.2 | Not recorded | 69df1bb57d0172140ec7ba59 |
| ANL | 57.1 | Not recorded | 69df1bb57d0172140ec7ba59 |
| CEϵ+MAE | 56.9 | Not recorded | 69df1bb57d0172140ec7ba59 |
| NLNL | 56.4 | Not recorded | 69df1bb57d0172140ec7ba59 |
| AUL | 56 | Not recorded | 69df1bb57d0172140ec7ba59 |
| SCE | 54.5 | Not recorded | 69df1bb57d0172140ec7ba59 |

### NS-WS

Ar→Cl Accuracy: 59.1. Result ID: 69df580947f34ce924c85afd.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### CE+OGC

Ar→Cl Accuracy: 58.6. Result ID: 69df580947f34ce924c85af9.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765a1e209131cea6c940.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### LOW

Ar→Cl Accuracy: 58.1. Result ID: 69df580847f34ce924c85af4.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### Baseline

Ar→Cl Accuracy: 58. Result ID: 69df580847f34ce924c85aed.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

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

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

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### LS

Ar→Cl Accuracy: 58. Result ID: 69df580847f34ce924c85af0.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea180d7.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### Focal Loss

Ar→Cl Accuracy: 57.9. Result ID: 69df580847f34ce924c85aee.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### PolyLoss

Ar→Cl Accuracy: 57.9. Result ID: 69df580847f34ce924c85af5.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea3486f.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### CBS

Ar→Cl Accuracy: 57.9. Result ID: 69df580947f34ce924c85afa.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### PBS

Ar→Cl Accuracy: 57.6. Result ID: 69df580947f34ce924c85afc.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### GCE

Ar→Cl Accuracy: 57.5. Result ID: 69df580847f34ce924c85aef.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651f1e209131cea088eb.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### SRS

Ar→Cl Accuracy: 57.4. Result ID: 69df580947f34ce924c85afb.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### APL

Ar→Cl Accuracy: 57.2. Result ID: 69df580847f34ce924c85af3.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c91e209131cea185bb.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### ANL

Ar→Cl Accuracy: 57.1. Result ID: 69df580847f34ce924c85af6.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### CEϵ+MAE

Ar→Cl Accuracy: 56.9. Result ID: 69df580947f34ce924c85af8.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### NLNL

Ar→Cl Accuracy: 56.4. Result ID: 69df580847f34ce924c85af1.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0edb3.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### AUL

Ar→Cl Accuracy: 56. Result ID: 69df580947f34ce924c85af7.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

### SCE

Ar→Cl Accuracy: 54.5. Result ID: 69df580847f34ce924c85af2.

[Reporting paper](<https://www.sota2.com/research/paper/69df1bb57d0172140ec7ba59.md>)

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

Recorded evaluation configuration: {"Framework":"SHOT \[60\]"}. This record does not assert independent reproduction.

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