# Domain Generalization on PACS ResNet50 backbone (test)

Source: [Domain Generalization on PACS ResNet50 backbone (test)](<https://www.sota2.com/research/sota/domain-generalization-on-pacs-resnet50-backbone-test>)

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

Data updated: 2026-02-26T05:26:49.812Z

Evaluation of Domain Generalization performance using a ResNet50 backbone on the test split of the PACS dataset, reporting domain-specific accuracies (Art Painting, Cartoon, Sketch, Photo) and the overall average.

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 | Domain Generalization |
| Dataset (including any stated split) | PACS ResNet50 backbone (test) |
| Metric | Acc (Art Painting) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Acc (Art Painting)](<https://www.sota2.com/research/sota/domain-generalization-on-pacs-resnet50-backbone-test.md?metric=Acc%20(Art%20Painting)>): Higher is better; unit: PERCENT.

- [Acc (Cartoon)](<https://www.sota2.com/research/sota/domain-generalization-on-pacs-resnet50-backbone-test.md?metric=Acc%20(Cartoon)>): Higher is better; unit: PERCENT.

- [Acc (Photo)](<https://www.sota2.com/research/sota/domain-generalization-on-pacs-resnet50-backbone-test.md?metric=Acc%20(Photo)>): Higher is better; unit: PERCENT.

- [Acc (Sketch)](<https://www.sota2.com/research/sota/domain-generalization-on-pacs-resnet50-backbone-test.md?metric=Acc%20(Sketch)>): Higher is better; unit: PERCENT.

- [Avg Acc](<https://www.sota2.com/research/sota/domain-generalization-on-pacs-resnet50-backbone-test.md?metric=Avg%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc (Art Painting) | Result date | Report paper |
| --- | --- | --- | --- |
| SWAD + TSD | 92.2 | Not recorded | 68fa6f731e209131cea45a81 |
| PCL | 90.2 | Not recorded | 68fa6f731e209131cea45a81 |
| DNA | 89.8 | Not recorded | 68fa6f731e209131cea45a81 |
| SWAD | 89.3 | Not recorded | 68fa6f731e209131cea45a81 |
| TSD | 87.7 | Not recorded | 68fa6f731e209131cea45a81 |
| ERM | 82.5 | Not recorded | 68fa6f731e209131cea45a81 |

### SWAD + TSD

Acc (Art Painting): 92.2. Result ID: 6990d2303a6c314849038b80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Implementation](<https://github.com/SakurajimaMaiii/TSD>)

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

### PCL

Acc (Art Painting): 90.2. Result ID: 6990d2303a6c314849038b7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

### DNA

Acc (Art Painting): 89.8. Result ID: 6990d2303a6c314849038b7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

### SWAD

Acc (Art Painting): 89.3. Result ID: 6990d2303a6c314849038b7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b281e209131cea2c654.md>)

[Implementation](<https://github.com/khanrc/swad>)

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

### TSD

Acc (Art Painting): 87.7. Result ID: 6990d2303a6c314849038b7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

[Implementation](<https://github.com/SakurajimaMaiii/TSD>)

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

### ERM

Acc (Art Painting): 82.5. Result ID: 6990d2303a6c314849038b7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f731e209131cea45a81.md>)

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

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